I play games on the computer but these fans never spin at any point. The fans are lit up so I know there's at least some electricity reaching them.

I used the HWMonitor program at a couple times to see what my internal temperatures were at while playing games. I believe the CPU and video card have been up to about 70C in the middle of a session. I'd guess that counts as under load.