The books need to be downloaded to your device for the app to recognize them as those stored in the cloud will not work. (androidcowboy.com)
It automatically downloads to my device, which is already set up from my previous purchases. (readingreality.net)
The odd thing about doing it that way is that all the ebooks downloaded to the device remain there after switching accounts. (blog.the-ebook-reader.com)