> In reality it either is or it isn't. If you have good explanations like we do in physics you don't need probability.

You mean good explanations and observations? You're absolutely right in that if you are able to observe all the relevant information with no noise, you don't need probability. But there are a lot of systems where you can't noiselessly observe what you want – this is where probability is important.