 Campney was born on June 6, 1894 on a farm near Picton, Ontario to Frank Campney and Mary Emily Cronk.Campney attended Picton Collegiate and graduated at 16, beginning a career as a rural school teacher.In 1914, Campney entered Queen's University at Kingston, Ontario, studying medicine.