MySQL GRANT permission.

Hi,
I'm one of a server administrators. I've the linux root account but I don't know the root password of MySQL (Server version: 5.0.32). I want to GRANT ALL PRIVILEGES to my MySQL account without changing the MySQL's root password. How can I do so?