Newton was born in Montreal on 20 April 1887 to John Newton and Elizabeth Brown.
Passionate about art, Newton enrolled in an Arts program at McMaster University in Hamilton, Ontario, completing one year of studies before returning to Montreal, where she enrolled in an agricultural program at Macdonald College.