 Rau was born in Feuerbach, now a part of Stuttgart, in the German Kingdom of Württemberg, the son of a peasant who later became a factory worker.He grew up in the adjacent city of Zuffenhausen, now also a part of Stuttgart.After finishing school in spring 1913, he started work as a press operator in a shoe factory.