Flickr Gallery Background

I’m using the Flickr Gallery on my webpage: http://johnthomasmusic.org/?page_id=60

Right now the backround area behind the photos is white and I think it looks goofy. How can I go about changing that white backround to transperent, or to gray (the color that would make it look transparent)?

Thanks,