You may have butchered that with “science isn’t the evidence”? I’d suggest that science is the process by which way we examine the evidence to see if it’s valid and meaningful.

Maybe “Because you don’t understand the scientific evidence is no reason to believe that the science isn’t based on valid evidence.”