Unfortunately, it's a known ... trait of the Reader -- it still draws some current even when it's "off" such that the battery effectively discharges after 3~4 weeks, whether it's used or not. You can find details (including something of the why's) in this
obnoxiously long thread, if you like.
The nutshell answer is that you ought to plan to charge it about every 3~4 weeks.