Holy crisscross applesauce Batman!!! 
The way you’ve described it I’d say the fan & compressor are wired completely bass-acwards . 
Rewire it by exchanging the hot wires between the fan motor & the compressor feed..
PS, a temperature control is a still thermostat  
