I definitely agree that having the watermarks on there, contributed that kind of grundge/DIY aesthetic and could appreciate it from that angle.
In case it's helpful for future projects, Flickr has an option for limiting searches to Creative Commons or other licence types, and there are a few possible candidates that allow for modification here. A handy tool!