i've got Deluge running under an ubuntu distro. If i start deluge i have no problem with it, it goes very good (and very fast ).
Problems come out when i stop working directly on that pc keeping it run by itself: once i re-access the working-session (i just switch the monitor on or i entered it via VNC) i always find that deluge is disappeared, it's closed.