How to unsubscribe from event in decorator

I have base abstract class and derived class from it. When I call Method1() from derived class there is a subscription on Event. I need to create decorator for derived class and replace some functionality and I don't need that Method1() from base class was called. So I tried to cancel it subscription in construct of decorator but it doesn't work. The structure of base and derived code is legacy.

    abstract class Base {
        public event Action Event;
        public abstract void Method1();
        public virtual void Method2(){ Console.WriteLine("Base Method2 call"); }
        public void OnEventInvoke() { Event?.Invoke();}
    }

    class Derived : Base{
        public override void Method1() { Event += Method2;}
    }

    class Decorator: Base {
        private Base b;
        public Decorator(Base b){
            this.b = b;
            b.Event -= base.Method2;
            b.Event += Method2;
        }
        public override void Method1(){}
        public override void Method2(){Console.WriteLine("Decorator Method2 call");}
    }

    static void Main(string[] args){
        var derived = new Derived();
        derived.Method1();
        derived.OnEventInvoke();
        var decorator = new Decorator(derived);
        decorator.OnEventInvoke();  //need "Decorator Method2 call"
    }

Is it possible to unsubscribe from base.Method2 in decorator and subscribe with decorator.Method2?