On November 20, 1919, Koczian married the silent film actress Ossi Oswalda. In 1921 his wife founded a production company and he became its managing director. In 1925 Oswalda signed with UFA. In the fall of 1935, Gustav traveled to New York and their marriage ended in divorce.