Lee (15-2) worked seven innings, allowing two runs on eight hits, winning for the fourth time in his last five starts.
Akinori Iwamura was 3-for-4 and drove in both runs for the Rays.
Losing pitcher Matt Garza (9-7) was charged with seven hits and four runs over five innings.
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