Removing event handlers

Is this:

Button.Click -= new EventHandler(Button_Click);

the same as this:

Button.Click -= Button_Click;

I ask because to me it seems that the former is removing a new reference to a method, and the latter one is removing a method itself. But then again, maybe the new EventHandler part is implicit in the += or -= overload in case the programmer doesn't explicitly assign it like that?

In case it is different how about

Button.Click -= new EventHandler(Button_Click);

VS

Button.Click -= Button_Click;

Thanks.