You would need to first match the asteroid's velocity, and by then you do not really need the asteroid. But something very similar to your idea is used constant

You would need to first match the asteroid's velocity, and by then you do not really need the asteroid. But something very similar to your idea is used constantly for interplanetary travel - gravity assist which uses other bodies' gravity to accelerate and change direction.