Guilty pleasure

A guilty pleasure is something, such as a film, a television program or a piece of music, that one enjoys despite feeling that it is not generally held in high regard, or is seen as unusual or weird.

Fashion, video games, music, theatre, television series, films, food and fetishes can be examples of guilty pleasures.

...
Wikipedia