Anderson was brought up in a devout Christian home, but in his late teens he had doubts about his faith.
He was especially close to some of the greatest biblical teachers of his day, including James Martin Gray, Cyrus Scofield, A. C. Dixon, Horatius Bonar and E. W. Bullinger.