For clarity on the user interface in question, this is specifically for the web UI provided by lemmy.ml / lemmy.world by default.
I can go into the community directly to block, but I would prefer to just have a button to block the community from the "all" page without having to subject myself to more content from that community.
Got it, bummer I have to open the community, but thanks for the info!