You can uninstall or removes an installed latexdiff package itself from Ubuntu 14.04 LTS (Trusty Tahr) through the terminal,
$ sudo apt-get remove latexdiff
If you would like to remove latexdiff and it's dependent packages which are no longer needed from Ubuntu,
$ sudo apt-get remove --auto-remove latexdiff
If you use with purge options to latexdiff package all the configuration and dependent packages will be removed.
$ sudo apt-get purge latexdiff
If you use purge options along with auto remove, will be removed everything regarding the package, It's really useful when you want to reinstall again.
$ sudo apt-get purge --auto-remove latexdiff