guilty pleasure

A guilty pleasure is something, such as a film, a television program, a piece of music, or an activity, that one enjoys despite understanding that it is not generally held in high regard, or is seen as unusual or weird. For example, a person may secretly like a film but will admit that particular film is poorly made and/or generally seen as "not good".