There is a lot of personal preference... And I've done everything from electrolysis to Naval jelly.
For this one because it wasn't that bad I just put it in white vinegar and used a wooden dowel and my thumb to rub away loosened rust periodically over a three day period.
When clean I soaked it in baking soda water overnight to neutralize the acid.
Then just condition and seal the metal.