Dunn spent four years as a prisoner of war in Nazi Germany during World War II. He married Priscilla Morgan in 1959. They had two daughters, Jessica and Polly. Dunn and his family moved to Portugal where he spent his time painting until he became blind. In 1975, he was created an Officer of the Order of the British Empire (OBE).