Not quite, naturalism exposes the idea that the physical world is governed by natural laws not the whims of higher powers. Or as Wikipedia puts it “a philosophical worldview which holds that there is nothing but natural elements,
principles, and relations of the kind studied by the natural sciences”
It’s a worldview that reproducibility goes out the window once you introduce supernatural forces. If the weather where actually responsive to a god who regularly changed things because they got mad, then it would be inconsistent over short time periods.
It does classify things that are reproducible and testable as part of the natural world even if we don’t understand them such as gravity. Finally things that don’t have a detectable influence don’t exist.
This is subtly different from materialism or physicalism which both define how reality operates.