The 29-year-old beat four others including the Malian band, Tinariwen.
The Grammys described Twice As Tall as "a masterclass in the vibe and hustle that have made Burna Boy an international musical force".
"[He] continues to torch limitations, seamlessly blending styles and genres and fearlessly fuelling the fire heating the melting pot of pop, Afrobeat, dancehall, reggae and more," it said.
The album features a wide range of international artists such as Stormzy, Youssou Ndour, Naughty By Nature, and Chris Martin of Coldplay, and had Sean Combs as executive producer.
Second time lucky
Burna Boy was nominated in the same category in 2019 - then known as Best World Music Album - but lost out to Angelique Kidjo at the awards ceremony in 2020.
However, Kidjo dedicated her win to him, saying: "Burna Boy is among those young artists that come from Africa that is changing the way our continent is perceived and the way that African music is the bedrock of all music."
Born in Nigeria's Port Harcourt, Burna Boy released his first album, LIFE, an acronym for Leaving an Impact For Eternity, in 2013.
That album was followed by the release of Redemption in 2015 and Outside in 2018 that included the international hit track, Ye.
But it was with his 2019 African Giant album that Burna Boy really hit the international scene and earned his first Grammys nomination.
Often compared to Nigerian superstar Fela Ransome-Kuti, whose songs Burna has sampled generously, he has become increasingly vocal about social causes in Africa.
At the height of the xenophobic attacks in South Africa in 2019, he threatened to never set foot in the country again unless the government took action, although he has since performed in the country.
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Tea Bae
Wizkid no dey that list ooo. Please remove his name there cuz na only burna boy actually win Grammy ooo. No go carry beyonce grammy dey dash wizkid
Endy Edeson
Lawal Kolawole Yes, Davido will work harder to win Grammy
Endy Edeson
Ameh John I am so happy for Wizkid and Davido. They broke big record in Nigeria music industry / world music scene
Iyoha Ose Martins
I don't really understand the way they give this Grammy award o, upon the plenty songs Davido sang last year till now, yet no award
Udeme Johnson Ituen
But Beyonce took the Grammy award why the kid the little girl of 7 were expecting some cookies from her