And that's by definition. An infinite being cannot be "proved" by finite standards or methods.
Scientism is very odd. “We study X. Nothing outside X exists.”
How would they know, since they don’t study anything outside X?
They could reasonably say, “We study X. We do not know what outside X exists and have no opinion of it.”