Dep's father was Arthur C. Dep a police officer, who retired as a Deputy Inspector General of Police. Educated at St. Joseph's College, Colombo, where he excelled in studies, athletics, rugby, and soccer. Dep obtained a Bachelor of Arts in Development Studies at the University of Colombo. He represented the university in rugby and cricket.
