I used to use it, but for some reason, and it's annoying me, I can't remember it. A synonym might be "my sweet poison". Usually used when talking about foods that are bad for you.
Thank you guys, it was bugging me and I believe it was Benjamin who answered "guilty pleasure", which was it. Thanks!