On empiricism

I have no problem with empiricism properly understood. Aristotle and St. Thomas were both empiricists: "All knowledge begins in the senses."

I do, however, have a problem with the kind of "empiricism" that moves from, "all knowledge is derived from sense experience," to, "sense experience is all that we know." To which I can only respond: "Please show me Newton's law of universal gravitation."