For sure. Even if we can't explain how or why some phenomenon occurred, the conclusion "we don't know of anything on Earth that does this, so it must be aliens" is so much less likely than "it is something on Earth we haven't figured out yet".

I'm pretty convinced space aliens send the cosmic rays down that cause the bizarre runtime bugs in my software. I have never found a more amenable or rational explanation.