Is your CPU overheating? It is possible that your CPU fan is trying to get rid of the heat due to various issues that cause the CPU to overheat.
It is also possible that the GPU is having trouble. So, I would suggest opening your PC case and see which Fan is making the noise, and diagnosing the issue further.
In some cases, just applying some CPU paste and reattaching the fan might solve the issue.