"His work spanned massive pop hits and experimental adventures that have inspired millions of fans and countless innovators, not only in music, but across all the arts, fashion, and media. We are looking forward to tending his unparalleled body of songs with passion and care as we strive to build on the legacy of this most extraordinary human being."
The new agreement follows a previous deal between Bowie's estate and Warner Music Group for them to oversee his full back catalogue of albums between 1968 and 1999.
WCM Co-Chair and COO Carianne Marshall added: "This fantastic pact with the David Bowie estate opens up a universe of opportunities to take his extraordinary music into dynamic new places. This isn't merely a catalogue, but a living, breathing collection of timeless songs that are as powerful and resonant today as they were when they were first written.
"We were pleased that the estate felt that Warner Chappell has the knowledge, experience, and resources to take the reins and continue to promote a collection of this stature.
"All of our global leaders and departments are incredibly excited and primed to get to work with these brilliant songs across multiple avenues and platforms. And with both sides of WMG now representing Bowie's career, we couldn't be better set up to represent this illustrious body of work."
The legendary singer's estate are "truly gratified" by the deal.
On behalf of the David Bowie Estate and RZO, Allen Grubman said: "We are truly gratified that David Bowie's body of music will now be in the capable hands of Warner Chappell Music Publishing. We are sure they will cherish it and take care of it with the greatest level of dignity."
Although the cost of the deal hasn't been disclosed, Variety - who broke the news - estimated it to be worth "upwards of" US$250 million.
Bruce Springsteen sold the rights to his catalogue just before Christmas to Sony Music Entertainment for a reported US$550 million.