Exhibit 10.1

SECOND AMENDMENT TO RESTATED LOAN AGREEMENT

This Second Amendment to Restated Loan Agreement (this “Amendment”) dated as of March 1, 2011, is made among GMX RESOURCES INC., an Oklahoma corporation (the “Borrower”), the LENDERS (as defined below), CAPITAL ONE, NATIONAL ASSOCIATION, a national banking association, as administrative agent, arranger and bookrunner, for the Lenders (and individually as a Lender), and BNP PARIBAS, as syndication agent (and individually as a Lender), who agree as follows:

RECITALS

A. This Amendment pertains to that certain Fifth Amended and Restated Loan Agreement dated effective as of February 2, 2011, among the Borrower, the Agent and the Lenders, as amended by the First Amendment dated as of February 3, 2011 (as amended, the “Loan Agreement”). As used in this Amendment, capitalized terms used herein without definition herein shall have the meanings provided in the Loan Agreement.

B. The Borrower, the Agent and the Lenders desire to amend the Loan Agreement to modify a covenant.

AGREEMENT

NOW, THEREFORE, in consideration of the terms and conditions contained herein, and the loans and extensions of credit heretofore, now or hereafter made to the Borrower by the Lenders, subject to the conditions precedent in Paragraph 3.5 below, the parties hereto hereby agree as follows:

ARTICLE 1.

AMENDMENT

1.1 Section 1.2 of the Loan Agreement is hereby amended to amend the definition of “Qualified Redeemable Preferred Equity” therein, by changing clause (B) to be amended and restated, to read in its entirety as follows:

“… (B) between December 13, 2010 and the Maturity Date, which consists of shares of the Borrower’s 9.25% Series B Cumulative Preferred Stock with an aggregate liquidation preference not to exceed sixty two million dollars ($62,000,000.00), which shares

may be issued either in a registered offering for cash or in exchange for a portion of the Borrower’s indebtedness for borrowed money outstanding on December 13, 2010, and the proceeds of which are used in accordance with Subsection 6.11(c).”

1.2 Section 6.11 of the Loan Agreement is hereby amended to add a new Subsection 6.11(c), such Subsection to read in its entirety as follows:

(c) The sole uses by the Borrower of the issuance of and proceeds from any Qualified Redeemable Preferred Equity issued on and after December 13, 2010 shall be the use by the Borrower of cash proceeds from, or an exchange of, up to $62,000,000.00 in liquidation preference of such Qualified Redeemable Preferred Equity to retire a portion of the Borrower’s indebtedness for borrowed money outstanding on December 13, 2010, or for general corporate and working capital purposes.

1.3 Section 6.17 of the Loan Agreement is hereby amended to amend clause (4) of Subsection 6.17(a), by changing sixty million dollars ($60,000,000.00) to be sixty-two million dollars ($62,000,000.00).

ARTICLE 2.

ACKNOWLEDGMENT OF COLLATERAL

2.1 The Borrower hereby specifically reaffirms all of the Collateral Documents. The Borrower hereby confirms and agrees that the Collateral Documents secure the Loan Agreement as amended by this Amendment.

ARTICLE 3.

MISCELLANEOUS; CONDITIONS TO EFFECTIVENESS

3.1 The Borrower represents and warrants to the Agent and the Lenders (which representations and warranties will survive the execution of this Amendment) that, after giving effect to the waivers described herein, (i) all representations and warranties contained in the Loan Agreement and the Collateral Documents are true and correct on and as of the date hereof as though made on and as of such date, except to the extent such representations and warranties specifically relate to an earlier date, in which case such representations and warranties shall have been true and correct on and as of such earlier date, (ii) no event has occurred and is continuing

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as of the date hereof which constitutes a Default or Event of Default, and (iii) there has not occurred any material adverse change in the Collateral or other assets, liabilities, financial condition, business operations, affairs or circumstances of the Borrower and the Subsidiaries taken as a whole or any other information (financial or otherwise) provided or delivered by or on behalf of the Borrower upon which a Lender has relied or utilized in making its decision to enter into this Amendment.

3.2 Except as expressly modified by this Amendment, all terms and provisions of the Loan Agreement are hereby ratified and confirmed and shall be and shall remain in full force and effect, enforceable in accordance with its terms.

3.3 The Borrower agrees to pay on demand all costs and expenses of the Agent and the Lenders in connection with the preparation, reproduction, execution and delivery of this Amendment and the other instruments and documents to be delivered hereunder (including the reasonable fees and expenses of counsel for the Agent). In addition, Borrower shall pay any and all stamp or other taxes, recordation fees and other fees payable in connection with the execution, delivery, filing or recording of this Amendment and the other instruments and documents to be delivered hereunder and agrees to hold Agent and the Lenders harmless from and against any and all liabilities with respect to or resulting from any delay or omission in paying such taxes or fees.

3.4 This Amendment may be executed in multiple separate counterparts, and it shall not be necessary that the signatures of all parties hereto be contained on any one counterpart hereof; each party’s signature may appear on a separate counterpart but all such counterparts taken together shall constitute one and the same instrument. The parties specifically confirm their intent to be bound by delivery of such signed counterparts by telecopier or pdf email.

3.5 The provisions of Article 1 of this Amendment shall become effective if and when, and only when, the Agent has received duly executed counterparts of this Amendment by all parties thereto.

3.6 THIS AMENDMENT, TOGETHER WITH THE LOAN DOCUMENTS, AND ANY OTHER WRITTEN INSTRUMENTS EXECUTED PURSUANT TO THIS AMENDMENT REPRESENT, COLLECTIVELY, THE FINAL AGREEMENT BETWEEN THE PARTIES HERETO WITH RESPECT TO THE SUBJECT HEREOF AND MAY NOT BE CONTRADICTED BY EVIDENCE OF PRIOR, CONTEMPORANEOUS, OR SUBSEQUENT ORAL AGREEMENTS OF THE PARTIES AND SHALL SUPERSEDE ANY PRIOR AGREEMENT BETWEEN THE PARTIES HEREOF, WHETHER WRITTEN OR ORAL, RELATING TO THE SUBJECT HEREOF.

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THERE ARE NO UNWRITTEN ORAL AGREEMENTS BETWEEN THE PARTIES.

3.7 The execution, delivery and effectiveness of this Amendment shall not, except as expressly provided herein, operate as a waiver of any right, power or remedy of any Lender or the Agent under the Loan Agreement or any of the Collateral Documents, nor, except as expressly provided herein, constitute a waiver or amendment of any provision of the Loan Agreement or any of the Collateral Documents.

3.8 Notwithstanding that such consent is not required under the guaranty agreements or the other Collateral Documents, Endeavor and Diamond each consents to the execution and delivery of this Amendment by the parties hereto. As a material inducement to the Agent and the Banks to amend the Loan Agreement as set forth herein, Endeavor and Diamond each (i) acknowledges and confirms the continuing existence, validity and effectiveness of its Restated Guaranty Agreement and each of the other Collateral Documents to which it is a party and (ii) agrees that the execution, delivery and performance of this Amendment shall not in any way release, diminish, impair, reduce or otherwise affect its obligations thereunder.

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IN WITNESS WHEREOF, the parties hereto have caused this Amendment to be duly executed and delivered by their proper and duly authorized officers as of the date first above written.

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AGREED TO AND ACKNOWLEDGED by the undersigned for the purposes set forth in Paragraph 3.8.

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