I would suggest checking both. In my case it was the power lead that my power strip was plugged into.
If changing leads does not do the job, perhaps try another power supply, if possible to eliminate any issues with grounding in the supply.
The last thing you'd want to do, if it comes to it, is to strip the pc completely and re-assemble it to make sure there are no grounding issues there.