Remove rust from used cylinder heads

[qbeanie]

I purchased a set of cast iron heads that were supposedly rebuilt a while back. The heads were installed on an engine and then removed. The water jackets have rust and scale buildup as if the engine may have been sitting for awhile. Other than the rust the heads appear to be in good condition. What is the best way to remove the rust?
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