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It sounds like the axle joint has gone dry and it does need replacing. You'll need the large socket(probably about 1 1/4"), a puller for your hub assembly, and some common hand tools. While you are in there, you might as well replace the bearings in the axle. It will save you a lot of headaches in the future.
AND..... use anti-seize on every NUT and BOLT!!!