Soviet invasion of Manchuria
Following the Soviet invasion of Manchuria, Lü attempted to organize a civil defense committee to maintain public order, but was captured by Soviet Red Army and held in custody in Siberia. He died while incarcerated in Siberia of illness at the age of 57.