Rae was a sprinter, he represented New Zealand at the 1956 Melbourne Olympics and 1958 British Empire and Commonwealth Games in Cardiff, reaching the semifinals of the 100 m and 200 m at Melbourne and the 100 yards and 220 yards at Cardiff.