I have this problem with some books and not others. I have gotten into the habit of bookmarking where I stop. Of course, since I started doing that, it has never happened again.
This problem is not unique to the Nook. I got it with both Kindles occasionally as well. I also get it with audible books using the Audible app on my Itouch, but not when I go through the music icon.