Make sure to store your valuables. Don't just run around with them because if you run into monsters, you could lose it all. This happened to me deep underground when I broke into a massive cave while mining. I got all my stuff back, but died again. This happened twice, then all the stuff disappeared. The cave was crawling with monsters, and I play on the hard difficulty level, so fighting them is very dangerous.