However, at this stage Chelsea were already 3-1 down after Nile Ranger's volley had cancelled out Patrick Van Aanholt's opener before Ryan Taylor and Shola Ameobi put Newcastle in control.
Drogba should have made it five himself minutes later but the Ivory Coast striker made a hash of a stretching finish from six yards out following a cross from substitute Patrick VanAanholt.