In general, the answer is no. FHA loans are intended to fund primary residences for owner-occupiers. That said, you may be able to refinance a second home you already own but no longer occupy, if refinancing from your current mortgage into an FHA loan will benefit you financially. You can also buy a home that has been foreclosed upon as a second home or investment property with an FHA loan, if you do so through the HUD Home Store.