I usually do a "milk-rinse", because I have the feeling it brings the pH back to neutral a lot quicker than water. But milk contains sugar, so perhaps a water-rinse after that is a good idea.
milk is a slight acid, so no, water would still be a better job of balancing pH, and also better because water contains no sugars or other things that might stick to your teeth.