 Appleton's mother Elizabeth died when he was the age of four, and he was subsequently raised by an aunt.He received his primary education in his hometown at New Ipswich Academy.He was sent away at fourteen to live with his uncle, Jesse Appleton, who was at the time president of Bowdoin College in Brunswick, Maine.