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