Carbon capture and storage (CCS) is important for mitigating greenhouse gas emissions from industrial outputs.A novel subsurface multiphysics monitoring and forecasting framework using video diffusion models is proposed.The proposed method successfully captures complex physical phenomena related to CO2 monitoring.It can predict and invert subsurface elastic properties and CO2 saturation with consistency.