It will slowly decharge over time. It's a condition of lion batts. They leak their charge over time- measured I believe in months.
According to the specification it's not good to totally let one discharge to *nothing* by storing it a long time without a charge (6 months?). I'd give them a charge from time to time if stored for long periods.