The Romans had an accurate calculation of the size of the world and a very good idea of the size of the Eurasian landmass. When you put those two together saddling west from Europe seems a spectacularly bad idea--Columbus was only willing to because he used a terrible set of calculations.

I really don't see why you would expect them to. People don't send fleets into the middle of the ocean for no reason.