Fedora Linux : can not see any icon on the desktop or the Gnome-Terminal configuration all grayed

This is simply because nautilus (Fedora file explorer/manager) failed to create the "Desktop" directory under $HOME of current the login user.

So to fix this, just manually create the directory by
mkdir -p $HOME/Desktop

logout and then log back in, both  problems will get solved.