The inline editor can be closed by hitting Esc - it is quite useful. Please allow it for inline tag editor.
So, that's quite annoying. Especially because I've hit 10k on MSE and now legally use the inline tag editor there.
There's a simple user script I made for this purposes, it essentially clicks the cancel button if the tag editor is focused.