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