That makes sense.
When the page is whitelisted, user gets a "Whitelisted page
When the page is blank, user gets a "No Blockable items
Maybe there should be a message for "Disable everywhere" too?
Not sure of which colour the message should be in, I would suggest red or black.
Yeah, it's probably best to keep it hidden. For new users, this option is not as importance at all.