Controlling the morphology of the active layer in organic solar cells (OSCs) is challenging. Now, acenaphthene is shown to induce the two-step crystallization of non-fullerene acceptors to achieve a highly oriented arrangement. The resulting improvement in the charge transport properties enables a binary OSC with 21% efficiency and a 83.2% fill factor.