Fairness for Military Homeowners Act of 2012 - Amends the Servicemembers Civil Relief Act to prohibit the absence of a servicemember from his or her principal place of residence due to active-duty military service from preventing such servicemember from refinancing a mortgage on such residence. Makes such prohibition inapplicable to a servicemember who entered into a refinancing on such residence within the past five years.