Old science was indeed "Natural Philosophy". Indeed a Ph.D. is a Doctor of Philosophy, although there is precious little overt philosophy taught as part of science education today.
Philosophy is still a structural basis for science, but it is quite different from modern ideas of Philosophy.
Flamebait: philosophy is to science what astrology is to astronomy and what alchemy is to chemistry.