Screen is for text-only sessions. Check the manpage or this tutorial.

Actually, you should really be using tmux.  See also byobu.

You might need to do the following to get screen to work:

mkdir ~/.screen

chmod 700 ~/.screen

export SCREENDIR=$HOME/.screen