That’s just a facade they put up in public. Newt Gingrich lead the charge on that impeachment and at the time was cheating on his wife (later to deliver her divorce papers at the hospital where she was receiving cancer treatments and leaving her and their children completely broke).
Furthermore, you can look at all the scandals with organizations like the Boy Scouts of America or the Catholic church and they still get unwavering support from the right.