Welcome to Android Central! Moved thread to the Tab 3 forum.
Chances are that the battery has failed. Batteries don't last forever, and their lifespan can be shortened based on usage patterns (e.g., if it is drained to zero or close to it on a frequent basis). You should probably bring it to a repair shop and get the battery replaced. You could probably replace it yourself as well--check out YouTube for DIY videos.