Aromatic ring fusion on BODIPY core can effectively tune its electronic property, and red‐shift its absorption and emission wavelength. In this work, we report that a one‐pot Pd(II) catalyzed multiple C−H activation to access acenaphtho[b]‐fused BODIPYs though the reaction of α,β‐unsubstituted‐BODIPYs and 1,8‐dibromonaphthalenes. These newly synthesized acenaphtho[b]‐fused BODIPYs revealed intensified deep red absorptions (639–669 nm) and emissions (643–683 nm), with high fluorescence quantum yields (0.53–0.84) in dichloromethane. Notably, these acenaphtho[b]‐fused BODIPYs exhibited well‐defined self‐aggregation behavior in water/THF mixture, and for instance, the absorption of 3 a was red‐shifted by 53 nm to 693 nm after forming aggregates.