During the German invasion of Belgium, Van Overstraeten was a part of the first line in Liège. He participated in the Battle of Halen, the siege of Antwerp, and the Race to the Sea. In 1916, he went to the Belgian Congo as a volunteer and participated in the Battle of Tabora under general Charles Tombeur in German East Africa.