There are a few different things that could cause this, one is like they said if it's plugged directly into the power supply it's going to go full speed. Also certain motherboard plugs are going to by default go max speed. You can usually go into the bios and find the fan speed settings, try changing it to a lower speed profile or manually lowering the speed through there.