Rare‐earth nucleating agent (WBG‐II) is a kind of additive for isotactic polypropylene (iPP), which will dissolve into iPP melt during heating and re‐aggregate into diverse morphologies during cooling through self‐assembly. However, up to now, little work about the influence of graphene oxide (GO) on the self‐assembly of WBG‐II can be found. Results in this study suggest that via the hydrogen‐bond interaction, GO can provide additional nuclei for WBG‐II during self‐assembly. Consequently, during non‐isothermal crystallization, WBG‐II and GO present a synergistic effect rather than a superposition effect on the crystallization onset temperature (Tc‐on), the crystallization peak temperature (Tc‐peak), the crystallization half time (t1/2), and the relative content of β‐iPP (Kβ), especially when the final heating temperature (Tf) is higher than 240 °C. Specifically, as Tf is lower than 220 °C, Tc‐on, Tc‐peak, t1/2, and Kβ are insensitive to the weight concentration of GO‐ODA (ϕG), since that little WBG‐II is dissolved into iPP melt and the morphology of WBG‐II is changed only very slightly; as Tf is higher than 240 °C, Tc‐on, Tc‐peak, and Kβ first decrease to a minimum value with increasing of ϕG, and then increase when ϕG exceeded 0.2%.