The good folks over at tomshardware.com have an article about cheap power supplies and what happened during their testing process. As the article is called Don't Be Surprised When Your Cheap PSU Blows Up you can probably guess the outcome, but it is well worth a read anyway.
My experience is if you stick with Antec, Silverstone or Thermaltake you should be fine.