Born Ferdinand Steinmeyer in the German province of Swabia, Farmer ministered to the German Catholics of eastern Pennsylvania, New Jersey, and New York. Prominent in Philadelphia, where he served as a trustee of the University of the State of Pennsylvania (later the University of Pennsylvania), he also founded the first permanent Catholic congregation in New York City.