Well, that's always true. You can take even the most elementry chemistry data, for example, and go seeking for more than mere chemistry. There's always the chance that the tooth fairy is somehow involved. But this is more of a psychological issue than one of science. Why in the world would one go leaping around looking for supernatural "explanations" when natural explanations are doing so well? Even when there is not yet enough information to provide a solid, data-supported scientific explanation, why go hunting in never-never land for an "explanation" that is inherently untestable and therefore doesn't really offer anything useful?
Perhaps, because, despite your contentment, the current natural explanations aren't doing so well. Dr. Shapiro, among others, has that opinion.