Why is a "Cup Car" with a full tank of fuel faster than the same car with a half tank of fuel?

small adjustment can make a world of difference in performence pressure but with 2 identical car of same weight and same horsepower i would think that the power the power to weight ratio on the car with less fuel would be faster due to the pushing less weight