Thank You "1000001101000" for all of the information and Thank You "Languy99" for the power supply suggestion.
I swapped the power supply from the known working NAS drive into my drive and it made no difference. Next I swapped the main board from the known working NAS drive into my drive and my drive worked normal. So I came to the conclusion that the main board of my drive must be defected which means my NAS drive is bad. I guess I will have to bite the bullet and get a new drive...
Once again Thank You All.