Define your boundaries when unacceptable behavior transpires.
For example, when intimidation occurs, say, "Are you trying to intimidate me? If so, please stop. It is not acceptable, and I will not engage further if it continues."This typically stops the toxic person because they do not want to own up to their behavior.