It sounds like a power fault - either the power supply itself, or the graphics card pulling too much power as a "spike". I'd suspect the latter.
First IA is to unplug the graphics card, blow the dust out of the socket, and clean the connectors (a pencil eraser will do a reasonable job), then reseat it firmly.