Why do dwarves of Tolkien's universe carry axes?

Dwarves of Tolkien's universe are creatures who dwell underground and mine ore and precious metals. Why, then, do they carry axes by default? It seems somewhat out of place that they choose a tool whose primary purpose is to fell trees.