Son of John and Edwina, Winter was a native of Beaumont, Texas. Both Johnny and his younger brother Edgar were born with albinism. The pair began playing music before they went to school, Johnny initially trying the clarinet before switching to the ukulele and guitar while Edgar played keyboards.