Tax Fairness for Small Business Act of 2007- Amends the Internal Revenue Code to allow an accelerated five-year amortization period for goodwill and other business intangibles acquired from certain small businesses (businesses whose average three-year gross receipts do not exceed $5 million) after December 31, 2006. Limits the amount eligible for such amortization to $5 million.