Different ways of displaying documents between Adobe Reader and Preview
Preview.app is a mediocre PDF viewer at best. There is not much you can do, except to complain to Apple to finally get Preview.app up to date.
It is possible that the eBook reader you are using is also not quite up to date, and it writes slightly defective PDFs which Adobe Reader is able to fix, but Preview.app isn't.