 Bo Diddley recorded the song in 1955 for Checker Records, a Chess subsidiary.Cobbs began performing "You Don't Love Me" to enthusiastic audiences and approached a record label in Memphis, Tennessee, with the hope of recording it.The owner of the Home of the Blues record company turned him down—"He said, 'It's a damn good song but you can't sing'", Cobbs recalled.