Since Rainer was a student in high-school, he engaged as a member of right-wing organizations in Sankt Veit and also participated in the armed Austro-Slovene conflict in Carinthia. Prior to his graduation from law school in Graz, he joined the Austrian SA in 1923 and joined a "Burschenschaft" student fraternity.