No, you should be able to read the eBook offline once downloaded. When the download period has expired (which is controlled automatically), you will have to go online to download again if you want to continue using it.
Some publishers require you to use a mobile app, or always be online to read books. However these books are usually without user limits, so you do not need to download and keep them.