Removing the mysqladmin root password for the MySQL

First stop the MySQL service by running the following command in the SSH

/etc/init.d/mysql stop

After that run the following command

mysqld_safe --skip-grant-tables &

After this the MySQL admin password will be removed and you can

directly access the MySQL with out the password.