Family Farm Preservation Act of 2007 - Amends the Internal Revenue Code to exclude from gross income gain from the sale or exchange of qualified farmland development rights to a tax-exempt conservation organization. Defines "qualified farmland development rights" as a restriction limiting farmland to use as a farm for farming purposes or for exclusively conservation purposes.