"Astro- a combining form with the meaning “pertaining to stars or celestial bodies, or to activities, as spaceflight, taking place outside the earth's atmosphere,” used in the formation of compound words:"

It sounds like the Greek(?) meaning has been lost now in English, which is fine since it's a different language. Astronomers still sometimes look at other planets afterall.