The Blues had chances to end on a high, particularly in the first half but Ross Barkley sent one straight at Kasper Schmeichel.
While Gonzalo Higuain somehow shanked a glorious opportunity wide from six yards.
However, Chelsea finished the Premier League season in third place despite drawing 0-0 against Leicester City.
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