Evening,
You probably have a faulty CPU fan or something is going wrong with the power being sent to the components from the PSU to motherboard.
So what you are saying is you press shut down, the shut down screen starts and then then all of the OTHER fans turn off except the CPU fan? (This includes the power supply fan). This is a very uncommon thing (that I have ever experienced / heard of)
Many thanks,