There is some doubt about the authenticity of these quips. Nancy Astor is also said to have been on the receiving end.
Here's the other one at her expense:-
Lady Astor: "Mr Churchill, if you were my husband, I'd put poison in your tea."
Winston Churchill: "Madam, if I were your husband, I'd...