Check to make sure the battery polarity is correct. Also, if there is a diode on the motor side of the controller make sure it's connected correctly. As you suspected if the connector to the rx is switched around it will not cause the problem you're having, it just won't work. Other than this I can't say what the problem might be.

Mike