In 1940, aged 18, he joined the Wehrmacht as an infantry officer.
Kleist, at 22, was the youngest of the many supporters and helpers at the Bendlerblock in Berlin who carried out an attempt on Hitler's life at the Wolf's Lair near Rastenburg in East Prussia on 20 July 1944.