Excellent tip ! Thanks for it.
In the file C:\Users\XXXXX.config\joplin-desktop\keymap-desktop.json, I have added:

  {
	  "command": "favsToggleVisibility",
	  "accelerator": "F12"
  }

Like this I do F10, F11 and F12 and I'm in "full screen".