The laptop runs fine when I have it plugged into the wall, but as soon as I unplug it it shuts down.

Try popping the key off of the keyboard and removing any particles and gunk you find underneath. If its a sticky film that keeps getting the keys stuck, clean if off using isopropyl alcohol. If this doesn't work you may need to replace the entire keyboard.