Sounds like a power supply issue, if your PSU is damaged (from power surges) it could still power on the fans of the gpu and even work, but if it gets under any load it will fail.
[spoiler]prolly the wrong forums to ask for help about PC issues[/spoiler]
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The video card stopped working before the surges, presumably.
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Strange, computer-science is strange.