Actually, the laws of logic are a combination of axioms and observation.
In particular, cause and effect is foundational to logic, but the validity of a cause and effect model has been observed.
If you are arguing merely that we make use of some axioms in science, then you have my full agreement: it does make use of some axioms. But science attempts to minimize those.
Where does the logical law of non-contradiction come from?