This paper tries to show virtues and difficulties of naturalism as a philosophical projects. After a preliminary characterization of naturalism as a view admitting that only spatiotemporal facts exist and rejecting the existence of any supernatural (transcending scientific and ordinary object), a short history of naturalism is outlined. The historical report motivates some distinctions, namely (a) ontological, epistemological naturalism; (b) radical naturalism vs. moderate naturalism; (c) global naturalism vs. local naturalism; (d) naturalism as a theory (theoretical naturalism) vs. naturalism as a method (methodological naturalism); (e) naturalism as a program vs. naturalism as a doctrine. The author opts for the combination of moderate, l...