Don't Tax Our Fallen Public Safety Heroes Act - Amends the Internal Revenue Code to exclude from gross income, for income tax purposes, federal public safety officer death benefits or amounts paid under a state program to surviving dependents of a public safety officer who died as the direct and proximate result of a personal injury sustained in the line of duty. Makes this Act applicable to amounts received after December 31, 2011.