Martin contracted polio in 1907. Martin was raised in Pembroke, Ontario, in the Ottawa River Valley, although he attended high school at Collège Saint-Alexandre in Gatineau, Quebec. He completed his university education at the University of Toronto, and earned his law degree from Osgoode Hall Law School. Later, Martin studied at the Graduate Institute of International Studies, Geneva, on a scholarship.