Often happens to me when I play Freejack, Crysis 2, or other higher spec games. I'm using a laptop, but it mostly comes down to the stufftiness of my fan. I think 100 degrees+ is honestly a bit much, but since you're probably on a desktop, I don't really know.
In my case clearing diskspace and making sure nothing unnecessary was running using task manager worked to make it a bit better.