To answer your subject line: The reset button.
But in actuallity if you are hearing it "rev up" it's because the CPU fan is kicking into overdrive to cool off the CPU. You have a CPU heat issue. Clean your case out for starters.
Then download Hardware monitor or Speedfan to see what your CPU is doing and what temps it has. Only with that information can we really troubleshoot it for you.