Correct. So you will need some isopropyl alcohol and some q-tips to clean the stuff off, then get yourself some decent TIM like Arctic Silver 5, rather than the overly generous amount of goop they include on the stock heat sink.
Well fingers crossed if I strip it back the CPU is fine as that sounds like a faff.