Computer doesn't turn on completely while PSU is providing power to GPU

Apr 24, 2018
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About a week ago my computer crashed after 2 seconds from waking it from sleep mode. When I tried to turn it back on, the power button on my case lit up, but that was it.

I unplugged all the non-essentials and my computer was able to turn on. I plugged everything back in and the only thing that would do anything were my fans, but they only twitch for half a second and stopped moving.

I unplugged only my GPU and sure enough it turns on fine. So that leaves me with a question, do I need to replace my PSU or my GPU? Keep in mind that I have had this computer for about 2 years now and it has worked fine up until now. So as far as I'm aware this should not be a wattage issue, but the resulting of hardware going bad.

Specs:
PSU -
EVGA 600 B1, 80+ BRONZE 600W
GPU - ZOTAC GeForce GTX 1060 Mini 6GB GDDR5 Super Compact Graphics Card (ZT-P10600A-10L)
If any other information about my computer is needed, let me know and I will happily tell you, thanks!