Gutteridge was on holiday in the US at the declaration of World War I. He immediately went to Calgary, Alberta, Canada, and enlisted in the Canadian army the day after war was declared. During World War 1, Gutteridge served at the battles of Ypres and the Somme. He was seriously wounded and taken prisoner. He made two unsuccessful escape attempts.