Aliens exist, but they’ve made themselves undetectable
In this theory, we just can’t find evidence, because they don’t want to be found. Maybe it’s to avoid potential danger and protect themselves from a greater cosmic threat. Or maybe, we’re not worth the trouble of engaging with.