I look at the early modern era as a sort of a midpoint in our understanding of chemical constituents. Through millennia of trial-and-error, people had come to the realization that using some crude preparations produced certain results, but they did not have knowledge of the chemistry involved. As that understanding developed, scientists were able to isolate and later synthesize the useful chemicals present in these preparations.