CAFO Tax Credit Act of 2007 - Amends the Internal Revenue Code to allow owners or operators of a concentrated animal feeding operation a business-related tax credit, up to $500,000 in a taxable year, for the cost of compliance with a national pollutant discharge elimination system permit issued under the Federal Water Pollution Control Act. Terminates such credit after 2014.