Saying something is "just a theory" does not make any sense, scientifically speaking. Scientific theories provide explanations that have been tested and proven.
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The theory behind this legend goes like this: Daytime is bright, due to the sun. If you view a sunless piece of sky through a long tunnel, there should be no way for the sunlight to get into your eyes. Therefore, you should see stars.