 Dunton worked as a ranch hand as a youth and studied at the Cowles Art School in Boston, Massachusetts.He moved to New York City around 1903, where he worked as an illustrator for publishing companies.In 1912 he briefly studied at the Art Student's League, where Ernest Blumenschein told him about Taos, New Mexico.