Gurney won the first two legs, but Anderson quickly turned around the match with two 14-dart legs, two 15-dart legs and a superb 11-darter.
Gurney took out 76 in the ninth leg to make 6-3, before The Flying Scotsman moved one leg away from victory with a 83 finish on the bullseye. Gurney reduced the deficit to 7-6, before Anderson claimed the win in the leg-decider.
The Scotsman keeps his second place in the standings for at least another week. With seventeen points he is three points behind table-leader Glen Durrant.
Click here for more information on the 2020 Premier League Darts, including the fixtures and prize money breakdown.
Glen Durrant (99.31) 7-7 (99.14) Michael Smith
Daryl Gurney (98.02) 6-8 (100.78) Gary Anderson
Peter Wright v Michael van Gerwen
Gerwyn Price v Nathan Aspinall
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