Born in Kitchener (then Berlin), Ontario, Campbell grew up in Wiarton, attended high school in Owen Sound, and studied at University College in 1881-82 (where he wrote for the student newspaper The Varsity) and Wycliffe College in 1882-83, Toronto, and then at the Episcopal Theological School in Cambridge, Massachusetts.