White was born in Lapeer, Michigan in 1876, the son of Henry Kirke White and Jane Wigglesworth White. His father had run away from home as a boy, crewed on a whaling ship, participated in the California Gold Rush, and fought in the American Civil War. White received a Ph.B in 1899 and an LL.B. in 1902 from the University of Michigan.