Following the largely peaceful invasion of Austria by Nazi Germany Probst was able to work, between 1938 and 1939, as a welder. Then in August 1939 he was caught up in a Gestapo wave of arrests targeting remaining , and transferred to the Buchenwald concentration camp where he was kept till 1943. That year he was placed in an army punishment battalion sent to support the war effort on the Russian front.