The song is commonly misattributed to Prince, due to the similarities to his vocal and musical style, heavy use of the detuned rimshot sound of a drum machine, and the belief that the song's lyrics allude to frequent Prince collaborator Sheila E.[3][4]
The use of a faux British accent during parts of the song was the preference of singer Melvin Riley Jr., who said "I like that kind of accent, so I thought I'd use that sound."[5]
In 1999, Dutch dance duo Angel City covered the song, featuring vocals by British singer Lara McAllen. The song was first released in 1999 and again in 2003. It is the lead single from the band's 2005 debut album, Love Me Right. Angel City's version retains the verses from the original song but changes the chorus.
"Love Me Right (Oh Sheila)" reached number 11 on the UK Singles Chart and number 95 on the U.S. Billboard Hot 100, becoming their first charting single in the latter. The single also charted in Belgium and the Netherlands.