Percy was born in Birmingham, Alabama, into a distinguished Mississippi Protestant family, whose past luminaries had included a U.S. Senator and a Civil War hero.
Percy was born in Birmingham, Alabama to LeRoy Walker and Martha Susan Phinizy. His father's Mississippi Protestant family included his uncle LeRoy Percy, a U.S. Senator, and LeRoy Pope Percy, a Civil War hero.