How had Injun Joe been hiding out in town all along?

Actually Injun Joe was hiding in a cave. Tom discovers him when he and Becky are lost in the cave during a school trip. Judge Thatcher has the cave sealed so that no one can get lost in there again. But by the time they unseal the cave, Injun Joe has starved to death.