Buy an automotive rheostat. They are dirt cheap if you get them used.
I am using a Toyota Tercel 1993 interior light dimmer switch. Cheap and effective. I originally used only one to control 2 X 120mm 7.8 Watt fans plus 2 X 92mm 6.24 Watt fans and a delta 80mm CPU fan. That adds up to over 30 Watts. The cost of the dimmer to me was 10 canadian.
It is really simple to set up and works extremely well.