Born in Manila, he was the fifth son of Tomas Arguelles, a known pre-war Filipino architect, and Carmen Corcuera.
The outbreak of World War II interrupted his masteral studies as he enlisted in the army, eventually assigned to be alongside Manuel Quezon and the Philippine Commonwealth government-in-exile in Washington, D.C. and as an intelligence officer under General Chuck Parsons in Australia.