Permanent Marriage Penalty Relief Act of 2007 - Makes provisions of the Economic Growth and Tax Relief Reconciliation Act of 2001 that eliminate the marriage penalty in the standard deduction, the 15-percent tax bracket, and the earned income tax credit, permanent.