Wealth. Columbus wanted in on the spice trade and convinced backers to support him.

At the time, we had ships that floated on the ocean.

The space race's initial run was motivated by national pride and defense. The costs to keep it up have been high, which is why SpaceX's approach at reducing fixed pre-launch costs have found success.