Workforce Fairness and Tax Relief Act of 2003 - Authorizes Federal payments to States for certain portions of a State's special unemployment assistance for individuals participating in qualified worker training programs.
Provides for payment agreements between the Secretary of Labor and States that: (1) have a State unemployment compensation law approved by the Secretary; and (2) are required by State law to pay such special assistance to such trainees.
Amends the Internal Revenue Code to repeal the tax on unemployment compensation.