Have you ever tried reading a PDF ebook on a phone? Small font size, doesn't fill the entire screen (phones are taller), margins make it appear even smaller... even if you have good eyesight it's a pain. The whole point of PDF is to preserve a page layout as authored. EPUB is meant to adapt to your device.