A simple way to view the first statement is that by both doubling the request rate and halving the processing time, you're effectively speeding up time by a factor of 2. If you were to record a video of the entire system, someone switching the parameters as you describe and someone putting the recorded video on a 2x fast forward would be fundamentally indistinguishable. So, naturally, the response time gets cut down on half as well.
