Bland was born in Prince George County in 1741 to a prominent family in colonial Virginia. His parents were Theodorick Bland of Cawsons and Frances Elizabeth (Bolling) Bland. His mother was the only child and heir of Capt Drury Bolling and Elizabeth Meriweather of "Kippax," which plantation the younger Theodorick subsequently inherited.