There is no stat difference, but, in my opinion, looks a lot like debuffs. Notice the difference on the top left, with and without the skeleton costume.
http://i1160.photobucket.com/albums/...7c84b11806.jpg
http://i1160.photobucket.com/albums/...5038896006.jpg