Legese clocked a time of 2 hours, 4 minutes and 48 seconds to finish comfortably ahead of Kenyan Bedan Karoki (2:06:48).
Chumba, who was aiming to become the first back-to-back champion and three-time winner following his victories in 2014 and 2018, finished third.
Ethiopia’s Ruti Aga, who finished second in Tokyo last year, won the women’s title, clocking 2:20:40 to beat compatriot Helen Tola by 21 seconds.
Ethiopians have now won the women’s marathon in Tokyo in six of the last eight editions.
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