No hack needed, you can pick whatever color you want in Photo Gallery. Go to Albums, under the Advanced tab you can change the background color for the image captions.
Like most of the excellent flexibility in Photo Gallery, the only trick is in knowing where you are in the tool so you can find the change you want quickly.
Hope this helps.
"You can see a lot, just by looking."