Help diagnosing problem with multimeter voltage readings
It is capacitor related. Use a screw driver to open the multi-meter's cover  and look for any visual capacitor defect. Replace them if you found any. Try to re-solder resistors or any thing that looks loosen and odd. 

It is a cheap one, don't waste much time on it. If you can't fix it move on and buy a new one.