Stealth Tax Relief Extension Act of 2006 - Amends the Internal Revenue Code to: (1) increase the exemption from the alternative minimum tax for individual taxpayers in 2007; and (2) extend through 2007 the allowance of certain nonrefundable tax credits against alternative minimum tax liability.