No Special Tax Subsidies for Gas Guzzlers Act of 2006 - Amends the Internal Revenue Code to impose: (1) depreciation limits applicable to luxury automobiles on certain heavy vehicles (rated at 8,500 pounds gross vehicle weight or less) and sport utility vehicles; and (2) the gas guzzler excise tax on such heavy vehicles and sport utility vehicles.