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Rather than outright lying about fossil records, it may be easier to swallow for the normal ilk that scientists' inferences are wrong. But that requires explanation and normals probably don't even understand what an "inference" is, so any dissenter is a schmuck disagreeing with the gods.
That scene is brilliantly dumb yet on point, such as not to alienate any demographic.