Military Service Tax Relief Act of 2007 - Amends the Internal Revenue Code to make permanent: (1) penalty-free distributions from individual retirement plans to individuals called or ordered to active military duty; and (2) the taxpayer election to include combat zone compensation as earned income for purposes of computing the earned income tax credit.