Wikipedia defines Guilty Pleasures as:

A guilty pleasure is known as something one considers pleasurable despite feeling guilt for enjoying it. Often, the “guilt” involved is simply fear of others discovering one’s lowbrow or otherwise embarrassing tastes, rather than actual moral guilt. Fashion, music, and food can be examples of guilty pleasures.

And here’s a list of my Guilty Pleasures on DVD: