I had a similar issue. I even tried different power supplies to no avail.
In my case I think the problem might be related to shutting off my power bar, to which the power supply was connected, instead of shutting the main power button on the system.
I ended up buying another system on Ebay. Now, I am careful to shut the system off before turning off my power bar.