Jesus, ok, I'll explain.
Science wasn't "wrong". It was just not accurate enough. Physics and especially other natural sciences try to create model of reality. Biology does see the world from different level, chemistry does and so does physics. You cannot, ie. analyze nature in terms of pure physics because it's too low level.
There are tons of practical proofs that science indeed works. Without relativity theory, for instance, your beloved GPS wouldn't work. There are just so many things in real life that you take for granted that use physics that as you said turned out to be "wrong".
No, it wasn't wrong, it was just not accurate enough.
Personally I believe that it's impossible to create ideal 1-1 model of reality. For me pursuit to create "theory of everything" looks like solving stop problem. See, stop problem in computer science is very famous problem of implementing program that takes any computer program (binary or code) and says if this program stops or not. Proof that it's impossible is very straight forward. When you actually try to implement that then you will cascade into series of special cases that if you solve it you will always find another and so on, and so on...
Maybe I'm wrong. One thing we know for sure, we won't get to know it in my lifetime.
But in the meanwhile you dumb motherfuckers use that "damned" physics every fucking day so get rid of all PCs, get rid of your tablets, get rid of your iphones, get rid of your GPS, get rid of your microwaves... or STFU.