It looks like DownThemAll doesn't do recursive search (it's not looking at any deeper levels of the site, so if you run it on the page you linked, it'll only grab the thumbnails, because it's not navigating to the subpage where each full image is stored).
A quick search turned up this tool, which might do what you're looking for? HTTrack