Ability to unwatch a specific page, but still watch rest of pages in the same space

A part of my team are updating a wiki page when they are working on something not relevant to me. I am getting spammed down by email from Confluence whenever they update the page.
I would normally tell them to uncheck "Notify watchers" when updating, but they need to notify each other. So I've tried to just unwatch that specific page. But Confluence won't let me! I can only unwatch it if I unwatch the entire space as well, which is not what I want, because I need to be informed about other updates to the space. I just don't want all the Confluence spam resulting from edits to that page.

So please let me uncheck the "Watch this page" option, which is currently just giving me:
"You will receive updates for this page because you are watching this space"

I want to simply unwatch a specific page, but keep watching the rest of the space. Is that too much to ask for?