I have no unread notifications on Slack but still shows
I used the clear all unreads shortcut (shift + esc) and it doesn't go away...
Edit: For anyone having this problem, I'm using GNOME desktop environment and clearing the notifications on the shell removes the bubble on the app icon. Thanks to @EmasXP for the hint.