Delete the MySQL data from DBMS MySQL

First remove MySQL in ordinary way (using apt-get purge or yum remove).
After that issue:

rm -rf /var/lib/mysql

to be sure that MySQL data is completely deleted
Then, remove /etc/my.cnf and $HOME/.my.cnf to destroy any lingering configuration settings