Foreign Medical School Accountability Fairness Act of 2014 - Amends the Higher Education Act of 1965 to eliminate the exemption of certain foreign medical schools from the prohibition on foreign medical schools participating in the William D. Ford Federal Direct Loan program, unless:
Preserves the Direct Loan eligibility of students who were enrolled at schools excepted from that prohibition on or before the date of this Act's enactment.