Yes you can negotiate the price with the car dealership. But that doesn't mean that the car dealership will budge on the price and lower it.
If they don't then just move onto another car dealership and see if you can get them to lower the price of a new car.
Some dealerships will lower the price while others won't budge on the price lowering of a new car. So you just have to shop around at different car dealerships.