How do you remove corruption?

Coming from TW2, vampiric or chaos corruption used to overwrite whatever effect was currently in place. As a monofaction chaos here, I can get nurgle, khorne etc up to 100, but it wont remove the other corruption that is there. It just confers what appears to be a -control and growth penalty on my settlements