But if nothing is realand it's all illusion... (Berkley style)... why wouldn't we be deluded about science too? If reality is mass hallucination/delusion than science will be part of it, as opposed to antidote to it.

Also... science is interpretation of what we know at the moment. No way we are seeing the whole picture. That might be too much for us to grasp... ever.