Born in 1887, Reinhardt fought during World War I. He commanded the 4th Panzer Division during the Invasion of Poland in September 1939. Afterwards, Reinhardt was awarded the Knight's Cross of the Iron Cross. In the 1940 Battle of France, Reinhardt commanded the XXXXI Panzer Corps.