You need to edit your my.cnf file and make sure you have the port set as in the following line:
port = 3360
Then restart your MySQL service and you should be good to go. There is no query you can run to make this change because the port is not a dynamic variable (q.v. here for MySQL documentation showing a table of all system variables).