At the age of five, Barton became a victim of the Stolen Generations. He was taken from his mother and placed into a children's home in Port Augusta run by the Christian Brethren. When he was captured, he was hiding behind the skirt of Daisy Bates, a well-known writer who was living near Ooldea at the time. Archie never saw his mother again.