Born in the Blue Mountains, Burrell entered the Royal Australian Naval College in 1918 as a thirteen-year-old cadet.
Lahir di Blue Mountains, Burrell memasuki Royal Australian Naval College pada tahun 1918 sebagai kadet tiga belas tahun.