Avoid the user is asked to download the files
By listening to it , it sounds that your browser does not have PDF plugin installed , that is why it downloads file instead of opening.

The same thing can happen to lot of your user, solution to that is Mozilla Project pdf.js

Drupal also have a module for this PDF Module, check that out and see if that helps.