Home Ownership for America's Veterans Act of 2007 - Amends the Internal Revenue Code to: (1) extend the eligibility period of veterans for mortgage financing; and (2) require annual inflation adjustments after 2010 to limits on state veteran bond amounts based on the Conventional Mortgage Home Price Index (compiled by Freddie Mac).