Permanent Marriage Penalty Relief Act of 2005 - Makes permanent provisions of the Economic Growth and Tax Relief Reconciliation Act of 2001 which eliminate the marriage penalty in the standard deduction, the 15-percent tax bracket, and the earned income tax credit.