restart before bios

Hi. Today my PC would keep restarting. Fans turn on but after few seconds it restarts when BIOS screen is loading. I kept checking and turns out my GPU was causing this. I tried a different gpu just connected to pci slot without power and it didn't restart the pc. Last night everything was fine...