Elvis Presley was known for both his innovative music and his legendary appetites. And when he craved a burger, this Southern fast food chain was his go-to.

Prior to the moment that Dewey Phillips — a local radio DJ in Memphis, Tenn. — played Presley’s first ever song, “That’s All Right,” most people in America had never heard the name ...