Evidence of Absence- look it up.<quoted text>
1. If god exists there is evidence of his existence.
2. There is no evidence of god's existence.
3. There is no god.
Using your logic, an animal doesn't exist because it hasn't been discovered yet by humans.
Here are just a few examples of species which did not exist previously using your logic: