Wyeth was born in Chadds Ford, Pennsylvania. He was the youngest of N.C. Wyeth's five children. His siblings included artists Henriette Wyeth and Carolyn Wyeth as well as inventor Nathaniel Wyeth. In 1940, he married Betsy James, who would often model in his paintings.