A free PDF reader that loads fast and has a small file size: Sumatra PDF.

It is my favourite PDF reader. 

SumatraPDF can also read other kinds of documents like CHM and epub.

Get it free from its webpage:

https://www.sumatrapdfreader.org/free-pdf-reader.html