The son of a physician, Giller abandoned his own medical studies and worked for some time as an electrician. He then became an assistant director at the Hamburg Kammerspiele. After having to stand in for an actor who had become ill, he pursued further acting studies under Eduard Marks and eventually made his film debut in a small supporting role in 1949.