 Bates was buried at the family cemetery on the Thornhill estate near St. Louis.In 1819, Bates married Nancy Opie Ball (1802–1877), daughter of a wealthy Virginia colonel.The couple had four children, Emily Caroline (1820–1891), Lucius Lee (1821–1898), Woodville (1823–1840) and Frederick Jr. (1826–1862).