It was released on October 13, 2023, through 10k and features guest appearances by Earl Sweatshirt, Klein, Lila Ramani of Crumb, and Larry June, amongst others.

[3] Zachary Horvath of HotNewHipHop viewed the album as a "very complex but fun listen", pertaining to "dark romantic horror with comedic twists" about "revenge and devastation".

[7] Andrew Sacher at BrooklynVegan praised the combination of "stream-of-consciousness screeds" with "sun-kissed jazz and soul samples" that the rapper turns into a "mind-bending concoction", always showcasing his "hazy, abstract rap".

[8] Writing for The Fader, Arielle Lana LaJarde thought Mike is "stepping into his role as a leader", inviting the listener to "his most self-assured work to date".

[9] Reviewing the album for AllMusic, Fred Thomas called it, "one of the strongest points in [Mike's] prolific output, showcasing his distinctive flows and beatmaking style in a way that's slightly more accessible than earlier work, but still maintaining an inherent rawness" and concluded that, "He's still ahead of his time in 2023, but Burning Desire is the kind of rule-breaking music that tends to be looked back on years later as where entire genres shifted.