Listen to Johnny On My Mind online. Johnny On My Mind is an English language song and is sung by The Shirelles. Johnny On My Mind, from the album The Glamorous Mega Collection, was released in the year 2016. The duration of the song is 2:09. Download English songs online from JioSaavn.