He was a member of the Uranium Club. Geiger never expressed himself in public about the Nazis. There are reports both about him helping, and rejecting, Jewish colleagues. Geiger died in Potsdam, Germany a few months after World War II ended in Europe. He had four siblings: three sisters and one brother that were all younger than him. His brother, Rudolf Geiger, was very interested in meteorology and climatology.