Government Shutdown Fairness Act - Prohibits Members of Congress and the President from receiving basic pay for any period in which: (1) there is more than a 24-hour lapse in appropriations for any federal agency or department as a result of a failure to enact a regular appropriations bill or continuing resolution, or (2) the federal government is unable to make payments or meet obligations because the public debt limit has been reached.