Teacher Tax Relief Act of 2011 - Amends Internal Revenue Code, with respect to the tax deduction for the expenses of elementary and secondary school teachers, to: (1) increase the maximum dollar amount of such deduction to $500, (2) allow the deduction of professional development expenses, and (3) make such deduction permanent.