Von Gazen was born on 6 December 1917 in Hamburg, a state of the German Empire.
He joined the military service in the Wehrmacht with Infanterie-Regiment 66 (66th Infantry Regiment) near Magdeburg as a Fahnenjunker (Cadet) in 1936.