Dynamite is an explosive tool. When lit, the user has a few seconds to throw it before it explodes. The Power Miners use dynamites to fight Rock and Lava Monsters. Almost every single Power Miner carries at least one at all times.
Dynamites can also be launched with a dynamite launcher, mounted on some vehicles.