This is the territory of philosophy, not natural science.
Not always. The Heisenberg Uncertainty Principle and black hole "no-hair" theorems come immediately to mind. Even the 2nd Law of Thermodynamics implies hard scientific limits on knowledge (i.e. the impossibility proofs of Maxwell's Daemon).
Why do scientists earn a PhD, Doctor of Philosophy? One would think there is some philosophy involved along the way.