The more you take away from me, the bigger I get. What am I?

A hole.

Did You Know?

This riddle works because removing material from a hole literally makes the empty space larger — the opposite of how most objects shrink when you take pieces away. Fun fact: the largest man-made hole on Earth, the Bingham Canyon Mine in Utah, is so massive it's visible from space and gets bigger every day as miners keep digging.