 Moore was born in Rock Hill, South Carolina.While concentrating initially on boogie-woogie and gospel music, he learned the electronic organ before graduating to playing the blues in Miami, Florida.After relocating to Memphis, Tennessee, in 1959, he formed a band and got his stage name from his practice of strapping his legless keyboard to an ironing board for performances.