If you find a long eastward tunnel, keep following it.
Here is one way out, although you may just blunder through.
From the entrance, go down to the first side tunnel.
Crawl east to the next ladder, then go down to the next tunnel.
Crawl east to the next ladder, and go down to the very bottom.