I would never say Newtonian physics was wrong. Within it's given category, it's still as useful and "true" today as it ever was. The problem is language and categorization.

Water is wet. Is a water molecule wet? A group of them? We have trouble understanding emergent properties but much of our reality is an emergent property of many smaller things.

If there's a way to perceive "reality" beyond what we "currently understand", what would that be? To me, that's logically impossible. As soon was have more information, our understanding would catch up to better form our perception of reality.