Agricultural Bond Improvement Act of 2007 - Amends the Internal Revenue Code to: (1) exempt agricultural bonds from the volume cap applicable to private activity bonds; (2) increase the loan limit on agricultural bonds to $450,000 and index such amount for inflation after 2007; and (3) eliminate the dollar limitation in the definition of substantial farmland used for agricultural bonds.