Train is pretty reliable, don't think about taking a car or coach, the road between Eindhoven and Amsterdam is often stuffed and not just rush hours. It's about 4m/6.5km from Eindhoven Airport to the Central Station.

Wizz got an "interesting" write up in this article I saw today.