During the final boss fight Ada will throw the Special Rocket Launcher. Don't grab it instead just keep killing the boss the way you were before by shooting the eyes, using the machines, and throwing hand grenades to stun him and jump on him. Keep doing this and he will die. After the battle collect your spoils and Special Rocket Launcher. Beat the game and when you start round 2 you will have it in your inventory.