Can you download it as an epub or mobi? I had the same problem reading long fic on my iPhone, and the super easy fix was to go to the download link in the mobile browser and download the fic as an epub, which gives you a link that'll automatically download and open in iBooks. Hopefully it's similarly easy on other phones if you don't have an iPhone.