mysqladmin cannot be executed if ~/.my.cnf contains database=XXX string

root@v1194:~# grep database ~/.my.cnf

database=mysql

root@v1194:~# mysqladmin

mysqladmin: unknown variable 'database=mysql'

While the database=DBNAME parameter is read and used by the mysql command line client and mytop it makes mysqladmin to fail.