Is it possible that there's some form of life that originates in the ocean, has evolved intelligence that is in a totally different paradigm than us, and this is their equivalent of going to "space"?
It makes sense in the macro-sense as well as we're very lucky to not be a water world in the habitable zone. Life evolved in the oceans far earlier than on land and we know very little about the ocean due to it's large size.