In November 1934 Hausser was transferred to the SS-Verfügungstruppe (SS Dispositional Troops; SS-VT) and assigned to the SS officer training school.
Hausser served during the 1939 invasion of Poland as an observer with the mixed Wehrmacht/SS Panzer Division Kempf.