 He was the son of Charles and Margaret (Slaughter) Morehead and a first cousin to Kentucky's twelfth governor, James Turner Morehead.His father served in both houses of the Kentucky General Assembly.Morehead was educated in the area's public schools, then matriculated to Transylvania University.