The only way to turn your computer off completely is to unplug it from the wall, or flip the master power switch on the back of your power supply (if it has one).
So what yours is doing is going into stand-by mode. It seems what you want is to only turn off the display (which really puts it into standby or sleep mode too). And never put the computer sleep.