It is INDEED your PSU. Chieftec Power supplies are of very inferior quality, and should not be used on any gaming PC. It might have worked fine until now, but using Chieftech PSUs is not recommended.
Avoid them like a plague. It doesn't matter whether this power supply has worked perfectly fine with your previous GPU, using such power supplies comes with a huge RISK factor. I'm just giving a heads-up.