On 9 March 1942 Chevallerie took command of the 10th Rifle Brigade, and kept this command after its re-designation as 10th Panzergrenadier Division. After spending parts of the summer 1942 in reserve, he took command of 22nd Panzer Division on 8 October 1942, which was in reserve in the Don River curve at the time. On 1 November 1942 he was promoted to Generalmajor and was given command of 13th Panzer Division, which he led into the Battle of the Caucasus. Severely wounded just one month into his command, he had to give up his command to his deputy Wilhelm Crisolli on 1 December 1942, and did not return to command until 15 May 1943. In the meantime, he had been awarded Knight's Cross of the Iron Cross on 30 April 1943 and had been promoted to Generalleutnant on 1 May 1943. On 25 October 1943 he was wounded again and was moved to the reserve ("Führerreserve").