All the drama came in the closing stages at Chelsea, who took the lead through Lizzy Edwards in the 112th minute only for Amanda Barr to equalise straight from the re-start.
Some high quality penalties followed in the shoot-out, but after keeper Emma Higgins had saved Chelsea's eighth spot-kick England winger Sue Smith won the tie for Leeds.