Crasemann fought as an artillery officer during World War I on both the Western and Eastern Fronts but left the military in 1919, returning to civilian life. In 1936, he joined the Heer (Army) branch of the Wehrmacht in 1936. He served in the Battle of France and the Western Desert Campaign as a battalion- and regimental-level commander.