A moon is much larger, and has more density and mass. An asteroid doesn't really have enough mass to have a strong enough gravitational field, so it retains its shape as opposed to becoming a spheroid, like a moon.
What's The Difference Between A Moon And Asteroid?
A moon is called a moon and an asteroid is called and asteroid