Methodological materialism is not the basis for science. Can you explain your own consciousness using methodological materialism?
It is the basis for the scientific method, which relies on conducting experiments, taking measurements and keeping records. That's the "method". The "naturalism" part is implicit in that you can't conduct reproducible experiments on what you can't detect and measure, because there wouldn't be any way to know if the results had been reproduced.