In fact it is possible. To get out of that situation, do killall nautilus
Use "nautilus --no-desktop" to make it load but leave your desktop alone.
To use wget as a download manager, just type:
wget
http://someurl/
and to resume, cd to the directory you were originally downloading to and use
wget -c
http://someurl/