Two‐dimensional (2D) CsPbI3 is developed to conquer the phase‐stability problem of CsPbI3 by introducing bulky organic cations to produce a steric hindrance effect. However, organic cations also inevitably increase the formation energy and difficulty in crystallization kinetics regulation. Such poor crystallization process modulation of 2D CsPbI3 leads to disordered phase‐arrangement, which impedes the transport of photo‐generated carriers and worsens device performance. Herein, a type of C3N quantum dots (QDs) with ordered carbon and nitrogen atoms to manipulate the crystallization process of 2D CsPbI3 for improving the crystallization pathway, phase‐arrangement and morphology, is introduced. Combination analyses of theoretical simulation, morphology regulation and femtosecond transient absorption (fs‐TA) characterization, show that the C3N QDs induce the formation of electron‐rich regions to adsorb bulky organic cations and provide nucleation sites to realize a bi‐directional crystallization process. Meanwhile, the quality of 2D CsPbI3 film is improved with lower trap density, higher surface potential, and compact morphology. As a result, the power conversion efficiency (PCE) of the optimized device (n = 5) boosts to an ultra‐high value of 15.63% with strengthened environmental stability. Moreover, the simple C3N QDs insertion method shows good universality to other bulky organic cations of Ruddlesden‐Popper and Dion‐Jacobson, providing a good modulation strategy for other optoelectronic devices.