Berkeley was born on July 1, 1907, at Quarters M-7, Marine Barracks within Navy Yard at Portsmouth, Virginia, where his father, Captain Randolph C. Berkeley, was stationed as commander of the Marine detachment aboard the battleship USS "Kentucky". His father later received the Medal of Honor during Veracruz Expedition and retired with the rank of major general in the Marine Corps in 1939.