 Austin was born in Dunnellon, Florida, United States, and taught himself to play as a 12-year-old.He won the Ted Mack Amateur Hour in St. Petersburg, Florida in 1945, playing "Danny Boy".His performance brought him a recording contract with Mercury Records, and he moved to New York, where he studied for a time at the Juilliard School of Music.