Install Foxit PDF reader, and then you can see the PDF document without any problem.
I think your book was generated from Quartz.
As I know there is no free solution for this problem. Updates of Abobe reader will not work.
You don't need Foxit reader as a default PDF reader program.
Foxit reader shows document with plain standard font.