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UNITED STATES

SECURITIES AND EXCHANGE COMMISSION

Washington, D.C. 20549

FORM 10-K

(Mark One)

x ANNUAL REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934

For the fiscal year ended December 31, 2003

OR

¨ TRANSITION REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934

For the transition period from                                                                   to                                                                  

Commission file number 0-17592

PRUDENTIAL-BACHE DIVERSIFIED FUTURES FUND L.P.

(Exact name of Registrant as specified in its charter)

Registrant’s telephone number, including area code: (212) 778-1000

Securities registered pursuant to Section 12(b) of the Act:

None

Securities registered pursuant to Section 12(g) of the Act:

Units of Limited Partnership Interest

(Title of class)

Indicate by check mark whether the Registrant (1) has filed all reports required to be filed by Section 13 or 15(d) of the Securities Exchange Act of 1934 during the preceding 12 months (or for such shorter period that the Registrant was required to file such reports), and (2) has been subject to such filing requirements for the past 90 days.  Yes  Ö  No     

Indicate by check mark if disclosure of delinquent filers pursuant to Item 405 of Regulation S-K is not contained herein, and will not be contained, to the best of Registrant’s knowledge, in definitive proxy or information statements incorporated by reference in Part III of this Form 10-K or any amendment to this Form 10-K  [Ö]

Indicate by check mark whether the Registrant is an accelerated filer (as defined in Rule 12b-2 of the Securities Exchange Act of 1934).  Yes       No  Ö

DOCUMENTS INCORPORATED BY REFERENCE

Annual Report to Limited Partners for the year ended December 31, 2003 is incorporated by reference into Parts II and IV of this Annual Report on Form 10-K

Index to exhibits can be found on pages 9 and 10

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PRUDENTIAL-BACHE DIVERSIFIED FUTURES FUND L.P.

(a limited partnership)

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PART I

Item 1.  Business

General

Prudential-Bache Diversified Futures Fund L.P. (the “Registrant”), a Delaware limited partnership was formed on May 25, 1988 and will terminate on December 31, 2007 unless terminated sooner under the provisions of the Amended and Restated Agreement of Limited Partnership (the “Partnership Agreement”). The Registrant was formed to engage primarily in the speculative trading of a portfolio consisting primarily of commodity futures, forward and options contracts. On October 19, 1988, the Registrant completed its offering and raised $30,107,800 from the sale of 297,468 units of limited partnership interest and 3,610 units of general partnership interest (collectively, “Units”) which resulted in net proceeds to the Registrant of $29,387,470. The Registrant’s fiscal year for book and tax purposes ends on December 31.

All trading decisions for the Registrant are made by John W. Henry & Company, Inc. (the “Trading Manager”), an independent commodity trading manager which manages the Registrant’s assets pursuant to three trading programs developed by the Trading Manager. The general partner of the Registrant retains the authority to override trading instructions that violate the Registrant’s trading policies.

The Registrant is engaged solely in the business of commodity futures, forward and options trading; therefore, presentation of industry segment information is not applicable.

On July 1, 2003, Prudential Financial, Inc. (“Prudential”) and Wachovia Corp. (“Wachovia”) combined their separate retail securities brokerage and clearing businesses under a new holding company named Wachovia/Prudential Financial Advisors, LLC (“WPFA”); owned 62% by Wachovia and 38% by Prudential. As a result, the retail brokerage operations of Prudential Securities Incorporated (“PSI”) were contributed to Wachovia Securities, LLC (“Wachovia Securities”). Wachovia Securities is wholly-owned by WPFA and is a registered broker-dealer and a member of the National Association of Securities Dealers, Inc. (“NASD”) and all major securities exchanges. The Registrant and its general partner, Seaport Futures Management, Inc. entered into a service agreement with Wachovia Securities, effective July 1, 2003. Pursuant to this agreement, Wachovia Securities agrees to provide certain enumerated services to accounts of the limited interest owners carried at Wachovia. Effective July 1, 2003, PSI changed its name to Prudential Equity Group, Inc. (“PEG”). PEG remains an indirectly wholly-owned subsidiary of Prudential. PEG was a registered broker-dealer and a member of the NASD and all major securities exchanges and conducted the equity research, domestic and international equity sales and trading operations, and commodity brokerage and derivative operations it had previously conducted as PSI until December 31, 2003. As part of the process of reorganizing its business structure, Prudential Securities Group Inc. (“PSG”), the direct parent of PEG and a wholly-owned subsidiary of Prudential, transferred the commodity brokerage, commodity clearing and derivative operations previously performed by PEG to another PSG indirectly wholly-owned subsidiary, Prudential Financial Derivatives, LLC (“PFD”) effective January 1, 2004. Like PEG, PFD is registered as a futures commission merchant under the Commodity Exchange Act and is a member of the National Futures Association.

General Partner and its Affiliates

The general partner of the Registrant is Seaport Futures Management, Inc. (the “General Partner”), which is an affiliate of PEG. The General Partner is an indirect wholly-owned subsidiary of Prudential.

The General Partner is required to maintain at least a 1% interest in the Registrant as long as it is acting as the Registrant’s general partner.

Competition

The General Partner and its affiliates have formed, and may continue to form, various entities to engage in the speculative trading of futures, forward and options contracts which, in part, have certain of the same investment policies as the Registrant.

The Registrant is a closed-end fund which does not currently, and does not intend in the future to, solicit the sale of additional Units. As such, the Registrant does not compete with other entities to attract new fund participants. However, to the extent that the Trading Manager recommends similar or identical trades

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to the Registrant and other accounts which it manages, the Registrant may compete with those accounts for the execution of the same or similar trades, as well as with other market participants.

Employees

The Registrant has no employees. Management and administrative services for the Registrant are performed by the General Partner and it affiliates pursuant to the Partnership Agreement as further discussed in Notes A, C and D to the Registrant’s financial statements included in its annual report to the limited partners for the year ended December 31, 2003 (“Registrant’s 2003 Annual Report”) which is filed as an exhibit hereto.

Item 2.  Properties

The Registrant does not own or lease any property.

Item 3.  Legal Proceedings

There are no material legal proceedings pending by or against the Registrant or the General Partner.

Item 4.  Submission of Matters to a Vote of Limited Partners

None

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PART II

Item 5.  Market for the Registrant’s Units and Related Limited Partner Matters

On October 19, 1988, the Registrant completed its offering. A significant secondary market for the Units has not developed, and it is not expected that one will develop in the future. There are also certain restrictions set forth in the Partnership Agreement limiting the ability of a partner to transfer Units. The Partnership Agreement does, however, provide that a limited partner may redeem its units as of the last business day of any calendar quarter at the then current net asset value per Unit. Consequently, holders of Units may not be able to liquidate their investments in the event of an emergency or for any other reason.

There are no material restrictions upon the Registrant’s present or future ability to make distributions in accordance with the provisions of the Partnership Agreement. No distributions have been made since inception and no distributions are anticipated in the future.

As of March 18, 2004, there were 266 holders of record owning 16,550 Units which include 166 units of general partnership interest.

Item 6.  Selected Financial Data

The following table presents selected financial data of the Registrant. This data should be read in conjunction with the financial statements of the Registrant and the notes thereto on pages 2 through 11 of the Registrant’s 2003 Annual Report which is filed as an exhibit hereto.

Item 7.  Management’s Discussion and Analysis of Financial Condition and Results of Operations

This information is incorporated by reference to pages 13 through 16 of the Registrant’s 2003 Annual Report which is filed as an exhibit hereto.

Item 7A.  Quantitative and Qualitative Disclosures About Market Risk

Information regarding quantitative and qualitative disclosures about market risk is not required pursuant to Item 305(e) of Regulation S-K.

Item 8.  Financial Statements and Supplementary Data

The financial statements are incorporated by reference to pages 2 through 11 of the Registrant’s 2003 Annual Report which is filed as an exhibit hereto.

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Selected unaudited quarterly financial data for the years ended December 31, 2003 and 2002 are summarized below:

Item 9.  Changes in and Disagreements with Accountants on Accounting and Financial Disclosure

None

Item 9A.  Controls and Procedures

As of the end of the period covered by this report, the General Partner carried out an evaluation, under the supervision and with the participation of the offices of the General Partner, including the General Partner’s chief executive officer and chief financial officer, of the effectiveness of the design and operation of the Registrant’s disclosure controls and procedures. Based upon that evaluation, the General Partner’s chief executive officer and chief financial officer concluded that the Registrant’s disclosure controls and procedures are effective.

There have not been any changes in our internal controls over financial reporting (as defined in Rules 13a-15(e) and 15d-15(e) under the Securities Exchange Act of 1934, as amended) during the quarter ended December 31, 2003 that have materially affected, or are reasonably likely to materially affect, our internal controls over financial reporting.

PART III

Item 10.  Directors and Executive Officers of the Registrant

There are no directors or executive officers of the Registrant. The Registrant is managed by the General Partner.

The General Partner’s directors and executive officers, and any persons holding more than 10% of the Registrant’s Units (“Ten Percent Owners”) are required to report their initial ownership of such Units and any subsequent changes in that ownership to the Securities and Exchange Commission on Forms 3, 4 or 5. Such executive officers, directors and Ten Percent Owners are required by Securities and Exchange Commission regulations to furnish the Registrant with copies of all Forms 3, 4 and 5 they file. All of these filing requirements were satisfied on a timely basis. In making these disclosures, the Registrant has relied solely on written representations of the General Partner’s directors and executive officers and Ten Percent Owners or copies of the reports that they have filed with the Securities and Exchange Commission during and with respect to its most recent fiscal year.

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The directors and executive officers of the General Partner and their positions with respect to the Registrant are as follows:

ALEX H. LADOUCEUR, born 1960, has been Chairman of the Board of Directors and a Director of the General Partner since November 2001 and also has held such positions with Prudential Securities Futures Management Inc. (“PSFMI”) an affiliate of the General Partner, since such date. Mr. Ladouceur joined Prudential in August 2001 and is an Executive Vice President and Head of the Global Derivatives Division. He is responsible for all operating activities of Prudential’s Global Derivatives Division including sales and trading, foreign exchange, base and precious metals, and the trading floors. Mr. Ladouceur joined Prudential from Credit Lyonnais Rouse Ltd. (“CLR”), where he served as president of their United States operations since 1992 and as a main board director of CLR in London since 1994. In 1998, he was appointed managing director of Global Cash Markets at CLR with responsibility for leading global market-making and sales for OTC products, including structured derivative products.

BRIAN J. MARTIN, born 1950, was elected President and Director of the General Partner in February 2004. He is also a Senior Vice President in Prudential’s Global Derivatives Division. Mr. Martin is Director of Alternative Investment Strategies responsible for all proprietary managed futures funds. He also serves in various capacities for certain other affiliated companies. Mr. Martin joined Prudential in 1980 and is a member of the Pennsylvania Bar.

RONALD J. IVANS, born 1954, has been the Treasurer, Chief Financial Officer and Director of the General Partner since May 2003. Mr. Ivans is also a Senior Vice President of Prudential’s Global Derivatives Division, with responsibility for finance and control. Mr. Ivans worked as an auditor at Arthur Andersen from 1976 to 1978, and in the area of corporate financial reporting with CBS, Inc. from 1978 to 1980. From 1980 to 1986, Mr. Ivans was with Golodetz Trading Corp. as a controller, whereafter he joined Credit Lyonnais Rouse USA, Ltd as an Executive Vice President with responsibilities for finance until 2001. Mr. Ivans is a certified public accountant. Mr. Ivans serves as the “audit committee financial expert” (as defined in Section 401(h) of SEC Regulation S-K) for the Board of Directors of the General Partner. Mr. Ivans is not independent of the Registrant’s Management; however, as no significant secondary market for Units in the Registrant has developed, there is no independence requirement applicable to the Board of Directors of the General Partner.

RICHARD H. HULIT, born 1956, has been a Senior Vice President and Director of the General Partner since May 2003. Mr. Hulit is also a Senior Vice President and Chief Administrative Officer of Prudential’s Global Derivatives Division. From 1989 to 2000, Mr. Hulit was with Merrill Lynch in Treasury and management positions. From 1982 until 1989, Mr. Hulit was employed by various manufacturing companies as a financial officer.

GUY S. SCARPACI, born 1947, has been a Director of the General Partner since July 1987 and was Assistant Treasurer from May 1988 until December 1989. In addition, Mr. Scarpaci has been a Director of PSFMI since May 1989. Mr. Scarpaci was first affiliated with the General Partner in July 1987. Mr. Scarpaci has been employed by Prudential in positions of increasing responsibility since August 1974, and he is currently a Senior Vice President of the Global Derivatives Division.

THOMAS T. BALES, born 1959, is a Vice President of the General Partner. Mr. Bales is also a Senior Vice President and Chief Administrative Officer—Proprietary and OTC Trading in the Global Derivatives Division for Prudential, and he serves in various capacities for other affiliated companies. Prior to joining the Global Derivatives Division, Mr. Bales served as in-house counsel in the Law Department of PEG from October 1987 through May 1996. Mr. Bales joined Prudential in November 1981 as an Analyst in the Credit Analysis Department and later served as a Section Manager.

Effective May 2003, Ronald J. Ivans was elected by the Board of Directors of the General Partner as Chief Financial Officer and Treasurer replacing Steven Weinreb.

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Effective May 2003, Richard H. Hulit was elected by the Board of Directors of the General Partner as Senior Vice President and Director replacing Tamara B. Wright.

Effective February 2004, Brian J. Martin was elected by the Board of Directors of the General Partner as President and Director replacing Eleanor L. Thomas.

The General Partner has adopted a code of ethics, which is posted on Prudential’s website at www.investor.prudential.com. Any amendments and any waiver under this code of ethics granted to any of the General Partner’s directors or executive officers will be on that website. In addition, the General Partner’s chief executive officer and chief financial officer, as well as its directors and other employees are also subject to a broader code of conduct, known as Making the Right Choices, which has been adopted by the General Partner’s corporate parent.

There are no family relationships among any of the foregoing directors or executive officers. All of the foregoing directors and/or executive officers have indefinite terms.

Item 11.  Executive Compensation

The Registrant does not pay or accrue any fees, salaries or any other form of compensation to directors and officers of the General Partner for their services. Certain directors and officers of the General Partner receive compensation from affiliates of the General Partner, not from the Registrant, for services performed for various affiliated entities, which may include services performed for the Registrant; however, the General Partner believes that any compensation attributable to services performed for the Registrant is immaterial. (See also Item 13, Certain Relationships and Related Transactions, for information regarding compensation to the General Partner).

Item 12.  Security Ownership of Certain Beneficial Owners and Management

As of March 18, 2004, no director or officer of the General Partner owns directly or beneficially any interest in the voting securities of the General Partner.

As of March 18, 2004, no director or officer of the General Partner owns directly or beneficially any of the Units issued by the Registrant.

As of March 18, 2004, no partner beneficially owns more than five percent (5%) of the outstanding limited partnership units issued by the Registrant.

Item 13.  Certain Relationships and Related Transactions

The Registrant has and will continue to have certain relationships with the General Partner and its affiliates. However, there have been no direct financial transactions between the Registrant and the directors or officers of the General Partner.

Reference is made to Notes A, C and D to the financial statements in the Registrant’s 2003 Annual Report which is filed as an exhibit hereto, which identify the related parties and discuss the services provided by these parties and the amounts paid or payable for their services.

Item 14.  Principal Accountant Fees and Services

Audit Fees and All Other Fees

Audit Fees

Fees for audit services totalled approximately $31,000 in 2003 and approximately $28,000 in 2002, including fees associated with the annual audit and the reviews of the Registrant’s quarterly reports on Form 10-Q.

Tax

Fees for tax services, including tax compliance and tax advice totalled approximately $21,000 in 2003 and $21,000 in 2002.

We have been advised by PricewaterhouseCoopers LLP that neither the firm, nor any member of the firm, has any financial interest, direct or indirect, in any capacity in the Registrant or its affiliates.

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PART IV

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SIGNATURES

Pursuant to the requirements of Section 13 or 15(d) of the Securities Exchange Act of 1934 the Registrant has duly caused this report to be signed on its behalf by the undersigned, thereunto duly authorized.

Pursuant to the requirements of the Securities Exchange Act of 1934, this report has been signed below by the following persons on behalf of the Registrant and in the capacities (with respect to the General Partner) and on the dates indicated.

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