Restarting the Dock by opening Activity Monitor, and force quitting the Dock process, fixed it. I was having a separate problem where trying to resize any app window caused it to jump around the screen. Found other Mac users that fixed that issue with a Dock Restart, and it just so happens to fix this issue as well. Weird, but fixed.