Historically they happened. The reasons behind them happening tell a sorry story of corruption and usurpation of the election process and the constitutional powers in the United States by bad actors.
Even Roberts got fed up with the whole impeachment process so he refused to preside as the Chief Justice in the 2nd impeachment trial. Although he had a good excuse — Trump was no longer President by the time the trial took place.