Use the OfflineMapTask to take a web map offline, but instead of downloading an online basemap, use one which is already on the device. Reasons to use a basemap which ...
This is an updated "How To" originally posted in October 2013 on 'jonah's maps'. You can find this post there as well. All of these options work off of AGOL's ability to add a tile layer from the web.