Hunter was born in Bendigo, Victoria, the third son of Henry Hunter, a furniture dealer, and Isabella née Hodgson.
Hunter was educated first at Albury Public school (1906-12), and later at the academically selective Fort Street High School, Sydney, which he left with a bursary and an exhibition.