But this is not so. There are plenty of non-magical things that have not yet been explained.

Quantum mechanics shows there might not actually even be explanations for a lot of behavior, such as "Why did this specific atom of uranium fission at this time and not that one?"

Emergent properties of large systems also exhibit inexplicable behaviors, as does symmetry breaking.