Actually ☝️🤓, that is a common urban myth. We have mapped virtually everything down there, we were not everywhere with submarines and cameras but as far as i know virtually all of the deep sea has been mapped from the surface and the general consensus is that there is nothing spectacular or extraordinary down there.

Maybe an unusual or unknown species here and there, but nothing like some unknown frontier for mankind with potentially revolutionary discoveries.