Gasoline Price Relief Act of 2006 - Amends the Internal Revenue Code to allow individual taxpayers who own a highway vehicle fueled in whole or in part by gasoline or diesel fuel a nonrefundable income tax credit of $500 ($1,000 if filing jointly) in 2006.