Negotiate with your new firm to extend your joining date. If they don't agree - tell them you can't join them. If they can't appreciate your commitments at your current firm - they won't after you join them as well. Any decent firm won't hold you ransom to this for sure. This could be your red flag.
What will happen if I don't serve the notice period. They are threatening to sue me.