Inside, bomb the north wall and access the Mad Batter Altar. By sprinkling Magic Powder on the altar, you will summon Mad Batter and double your magic meter.
You'll now want to hop down from the ledge into the open "well" down below. You'll enter Mad Batter Cave via its second, secret entrance. The other entrance just leads to a dead end. Bomb the ...