set epg-gpg-program to /usr/bin/gpg

The first gpg executable in my path is gpg version 2.1.1 which does not
currently work with Emacs. See
http://osdir.com/ml/bug-gnu-emacs-gnu/2014-11/msg00748.html for more
details.