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I don't think that it's permissions:
Did you setup the initial database before starting the server?
Did you start the server (see paulsm4's post for the how)?
Do this: Go into your /etc/init.d/mysql script. There should be something toward the top about using sockets and to uncomment (or comment out, I forget exactly which) a line in that script to not use sockets. I did this a couple months back. It's pretty self explanatory.
Then do a mysql restart. You should then be able to connect.
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