Ctrl+Shift+F stopped working
The culprit was Razer Cortex which had an FPS toggle claiming the hotkey...
Discovered using this method: https://superuser.com/a/1204019/160458
I'm not sure why it worked through Chrome when testing the keyboard online however.
Or you could change the shortcut that Razer Cortex has like: