God and Jesus have an eternal and perfect love. They are the holy Father and Son, and they have always been in communion with each other.
Imagine what it felt like for the Father to experience his Son die at the hands of his own creation. Imagine the pain the Father must have seeing his beloved son die so painfully. It must be a horrible feeling. Yet, that is what we celebrate. We celebrate the death of Jesus.