If you ever wondered how to do it using the new BDD style of Mockito:
willThrow(new Exception()).given(mockedObject).methodReturningVoid(...));
And for future reference one may need to throw exception and then do nothing:
willThrow(new Exception()).willDoNothing().given(mockedObject).methodReturningVoid(...));