I think I have set an option in gnome-power-manger to turn off monitor while idle, but I've removed gnome-power-manger since then. However, when playing media with totem full screen, monitor turns off after a while. totem should prevent this (like it prevents screensaver from starting)
Won't work without gnome-power-manager. It's the one responsible for handling the display.