Why does an object such as a cannonball appear to fall toward Earth rather than Earth falling toward the cannonball?

The cannonball and Earth both fall towards each other due to gravity. However, the Earth's much larger mass results in the cannonball appearing to fall towards the Earth because the Earth's gravitational force is much stronger. This is in accordance with Newton's law of universal gravitation.