Naturalism is a metaphysical position; a second order claim about what kind of phenomena count as real. It is different than a methodological committment to only considering a certain set of causal relations -- this methodological committment makes research possible, not the metaphysical committment of naturalism, which is extremely untenable, as it can't account for the most basic aspects of our experience.