I feel like there has to be a razor stating something like "It's more likely that our expectations were wrong due to a lack of initial knowledge, rather than the explanation being aliens."

Because it seems like time and time again someone proposes aliens when in reality it's just some phenomenon or variable we hadn't observed yet.