Communities Committed to College Tax Credit Act of 2012 - Amends the Internal Revenue Code to allow a tax credit for 50% of any contribution to a tax-exempt scholarship funding trust established to provide scholarships for individuals with demonstrated financial need to attend institutions of higher education.