One of the most basic premisse of science is methodological naturalism, meaning that all explanations for the natural world are natural, unless proven otherwise. And this is not a "scientific dogma", it was adopted simply because it works, as everything else in science.
So, for science gods and any supernaturalism does not exist, untill proven otherwise.