In 1926 Sturtevant was married to Margaret Coolidge (1899–1979), a daughter of Helen ( Pickerill) Coolidge and Louis A. Coolidge, the former Assistant Secretary of the Treasury during the presidencies of Theodore Roosevelt and William Howard Taft. Together, they were the parents of two sons:
