After his career in federal politics Poole enlisted in the Canadian Forces joining the Army in World War II he served as a Sapper. He ran as a candidate in the 1944 Alberta general election in the service men vote held in January 1945. He was defeated well back, finishing fourth in the field of twenty-two candidates.
