Aren't rules of thumb in his case the outcome of inductive reasoning based on many observations? Sounds pretty empirical to me. It is a fundamental strength of science that such formulations accept falsifiability - so the fact that his hypotheses/theories/laws don't hold in all cases just means they need to be refined for those cases.
It also common scientific practice to accept hypotheses within bounds of probability.