Any proxy will work, you don't have to go to the trouble of setting up TOR. It's just massive overkill to access a single site, especially when you don't care about anonymity.
Now we just have to be concerned about tracker-blocking, if they were to choose to do so. As of now it's not an issue of any real concern, as most piratebay-related trackers have been unreachable anyway.