A member of the gifted Boyd family, and grandson of his namesake, the painter Arthur Merric Boyd, Arthur first attended night classes at Melbourne's National Gallery School in 1935. After a period overseas, Boyd returned to Australia and bought a property at Bundanon in NSW where he would paint some of his most famous landscape paintings.