 Sleeman was educated at Clifton College, and then read Jurisprudence at Merton College, Oxford.Sleeman was called to the bar at Gray's Inn in 1938, where he later became a bencher in 1974.He married Margaret Farmer in 1944, with whom he had two sons and a daughter (Stuart, Jeremy and Jennifer).