 2D non-layered materials exhibit interesting properties for catalysis, nano-electronics, and spin-tronics applications, but their growth is still challenging. Here, the authors report a theoretical model and an experimental strategy to synthesize various 2D non-layered transition metal oxides with room-temperature magnetic properties. This article was authored by Zijing Jiao, Chiefang, Xiaosang Han, and others.