Dunn was born Gary Neil Miller to Jewell (née Hilly; died 1990) and Fred Miller (died 1981) during the time of the Dust Bowl drought.
Dunn started reading at age three, was champion of the 1947 Detroit News Spelling Bee-representing Wallaceville School in Wayne County-and showed early skill at the piano.