You can use this patch to resolve the issue:
https://git.gnome.org/browse/gnote/commit/?id=dc6a8c7f5fd852353a78e151d668beeba3994229
I've also added desktop-file-validate to check, hopefully this will
prevent this kind of errors in future releases.