After serving in the Belgian Army during World War I, Robert studied law, obtaining a PhD He decided to become a magistrate. From 1922 to 1925 he was a judge within the military court in the Belgian army of occupation of the Ruhr, Germany. From 1925 to 1929 he was first substitute of the Public Prosecutor in Antwerp.