Don't punish people who repent; heal them. I don't believe that private sin requires public rebuke or removal from office if repentance is taking place. However, when no evidence of true repentance exists, then discipline is in order.
Ted Haggard, R. Lance Coles (1998). “The Life-giving Church”, Baker Publishing Group