GSE Debt Issuance Approval Act of 2011 - Amends the Housing and Community Development Act of 1992 to prohibit the Federal National Mortgage Association (Fannie Mae) and the Federal Home Loan Mortgage Corporation (Freddie Mac) (government-sponsored enterprises or GSEs) from issuing any debt security, obligation, or instrument unless it gets advance approval from the Secretary of the Treasury.