At the beginning of World War II, Hirschprung smuggled himself from Nazi-occupied Poland into Lithuania. From there, he escaped to Kobe, Japan, where he remained for nine months. He left for Shanghai in the fall of 1941, and from there for North America, finally arriving in Montreal on 23 October 1941.