He also took out best Best Hip Hop/Rap Release and Best Independent Release.
In a speech via live videolink, he called for a ceasefire and said the album was about humanity and community.
"Hip hop made me who I am and allowed me to speak on the things that I wanted to speak on, so I cherish it with my heart always," the Ghanaian-Australian singer said.
Troye Sivan has won four gongs including Best Solo Artist and Song of the Year for Rush.
With producer Styalz Fuego he won two more ARIAs for engineering and production.
"This has been the most insane week of my life ever... it's really tripping me out," Sivan said.
"To feel this much energy and love, I'm confused but I'm so happy."
Earlier, Kylie Minogue won best pop release for her global hit Padam Padam, adding one more ARIA to the 17 she already has.
"Thank you so much, Padam to you!" said the pop star, making a heart shape with her hands in a pre-recorded message.
Best rock album went to King Gizzard and The Lizard Wizard for Ice, Death, Planets, Lungs, Mushroom and Lava.
G Flip, who performed the first act of the night, won two gongs with Best Live Act for her Drummer tour, and Best Video for Good Enough with director Kyle Caulfield.
Best Group went to DMA's, while Dom Dolla was also among the winners, with a gong for electronic release Rhyme Dust.
Also known as Dominic Matheson, he told the crowd in Sydney it was an honour to represent Australian dance music overseas.
"There's something in the water here and I always get asked in interviews what it is - I won't tell them if you guys don't," he said.
Best Classical Album went to the Australian Chamber Orchestra and Richard Tognetti for Indies and Idols, while the Michael Gudinski Breakthrough Artist award went to Teenage Dads.
Most popular international artist went to Taylor Swift, who thanked her fans in a recorded speech.
"This means so much to me because it's voted on by the fans and I get to see my amazing fans in February," Swift said.
"So soon, I just can't wait."
Forest Claudette won Best Soul/R&B Release for Mess Around, the first time the award has been televised, and designers Jeremy Koren (Grey Ghost) & Michelle Grace Hunder won Best Cover Art.
Dan Sultan won best adult contemporary album, and The Teskey Brothers got a huge roar when they were announced as winner of the best blues and roots album.
Rock Band Jet were inducted into the ARIA Hall of Fame, celebrating the 20th anniversary of their debut album Get Born.
Earlier, the stars of the Australian music industry continued the tradition of out-there ARIA outfits on the red carpet at the Hordern Pavilion in Sydney.
Composer James Tawadros arrived with a furry hat and coat, his beard dyed pink and blue, while rapper Kahukx arrived in a black suit and trademark balaclava.
Former Wiggle Emma Watkins arrives on the red carpet at the ARIAs in Sydney.
Former Wiggle Emma Watkins, the winner of best children's album, went for a butterfly-inspired outfit in peach, and Jamie Azzopardi wore a low cut silver-white jumpsuit and trailing yellow cape.
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