Remove border on gallery images?

Hi! I have a bit of a problem. I use the built in gallery system, but on the small images it puts an aweful border! How do i get rid of it? Here’s what i mean:

http://img189.imageshack.us/img189/1189/captionx.jpg

Thanks in advance!