Is the only argument FOR atheism a LACK of evidence of God(s)?

If we were to believe in something without proof where would it stop? There are many religions, alien visitations, sea monsters, Bigfoot, ghost, conspiracies, etc... all claimed by people without proof. I think not believing without proof makes better sense than the opposite.