AllMusic editor Jose F. Promis described "Love Don't Love You" as "jazzy".[4]Larry Flick from Billboard commented, "There just ain't no stoppin' these funky divas", adding that the new single "is a bit more aggressive and catchy than the previous "Give It Up, Turn It Loose". Syncopated funk beats clip at an easy pace, supporting an intricate and expectedly harmonious vocal arrangement."[5] Randy Clark from Cash Box viewed it as a "particular scantily-arranged cut".[6] Dave Sholin from the Gavin Report complimented its "dynamic production, incredible harmonies and great material [that] make an unbeatable formula."[7] A reviewer from Music & Media said, "Funk, rock, pop, jazz, well ladies, what's it gonna be this time? The "funky divas of all trades" go swing beat, with lovely results of course."[2]
Alan Jones from Music Week wrote that they "return with a nagging jack swing track that will remind Jade what they're up against in the battle of the funky divas." He added, "The singing is as good as it gets, but some of the mixes are a bit on the flabby side, and probably diminish rather than broaden its appeal."[3] Pop Rescue stated that the vocals "are beautiful, and sit perfectly alongside the beats and bassline." They concluded, "It’s brilliant."[8] Pete Stanton from Smash Hits gave the song three out of five, declaring it as a "funky number that oozes something extremely naughty and tasty. Not as powerful as the last few singles but still as groove-filled as you'd expect from the Divas."[9]Cheo H. Coker from Stanford Daily felt that it "isn't bad, but just doesn't pack as much punch as other cuts on the effort."[10]
