Fallen Heroes Tax Fairness Act of 2006 - Amends the Internal Revenue Code to revise provisions exempting deceased members of the Armed Forces who die from wounds, disease, or injury incurred while serving in a combat zone from income tax to extend the tax exemption to the last taxable year ending before such wounds, disease, or injury were incurred.