Those "reusable rockets" have to be so large and complex because they contain ridiculous amounts of fuel.

It takes "a similar amount of fuel" getting to the moon as getting to Mars because in both cases, you burn the overwhelming majority of your fuel just getting out of Earth's gravity well.