What you are describing is a hidden variable theory - i.e. there is some concrete state of the particles, but it is hidden.

John Bell demonstrated that in order for a hidden variable theory to make predictions in agreement with quantum mechanics, it must have nonlocal interactions, which means any workable hidden variable theory must also be pretty spooky.

https://en.wikipedia.org/wiki/Bell's_theorem