At the end of the war, Gärtner was terrified at the thought of being repatriated to his hometown, which was at the time occupied by the Soviet Union, and decided to escape. Several weeks after the war's end, he escaped from his prison camp in Deming, New Mexico, on September 22, 1945. After crawling under two gates, he jumped aboard a passing freight train whose schedule he had calculated.