Aristotle referred to them as physikoi, or physicists, from the Greek physis, meaning "nature" in its widest sense, contrasting them with the earlier theologoi, or theologians, for they were the first who tried to explain phenomena on natural rather than supernatural grounds.
WSJ: 'Aladdin's Lamp'