Boone was born near Lexington, Kentucky. He studied at Transylvania University. He became a doctor. Boone was married to Louise M. Smith. They had 11 children. In 1862, Boone was arrested and briefly held in Camp Douglas on suspicion that he had helped a Confederate prisoner to escape. 