Norris was born in Lilydale, Victoria to William Perrin Norris, a medical doctor, and his wife Mary Jane née Foulkes.
In 1916 Norris graduated with a Bachelor of Medicine, Bachelor of Surgery (MBBS) from the University of Melbourne, becoming a Doctor of Medicine (MD) four years later [REF].