Sure, our past experience will inform our priors. But if we stubbornly refuse to even consider the possibility that anomalous observations could have anomalous causes, we won't make progress in our understanding. That attitude is dogmatic and anti-scientific.

Do I believe aliens are visiting Earth? Frankly, I do not. But I can't dismiss it outright either, because we don't know what we don't know.