Is this is the book you are referring to? If so then if you read the thread you will see that the uploader has acknowledged that there is a problem with the HTML coding in this epub. See posts #8 and #9
No guarantees, but if you are a Calibre user, you could try running an EPUB-->EPUB conversion to see if sorts out the problem.