@rue is right!!! The problem is with fullscreen mode and it matters how you close discord. Fix: Click box at top right of the window, adjust window to how you'd like it, Now don't close your wind...
This. You should be able to set the notifications to only see when you are mentioned or someone PMs you. I don't need a notification for every message in a chat I'm in.