Polycyclic aromatic hydrocarbon (PAH) structures with suitable electron‐withdrawing groups are useful building blocks for developing optical and electron‐transporting materials. Here, we report the application of a double benzannulation process to the syntheses of PAH diimides with enlarged π‐frameworks featuring a central anthracene moiety. The preparations are realized by copper‐catalyzed [4+2] cycloaddition of ethynyl‐substituted aromatic dicarboximide to 2,5‐bis(phenylethynyl)terephthalaldehyde, followed by intramolecular photocyclization or direct arylation via Heck cross coupling. A central symmetric benzo[1,2‐k:4,5‐k′]‐bis(fluoranthene)‐3,4,12,13‐tetracarboxyl diimide (BFDI) is acquired, with the single crystal structure revealing its completely planar polycyclic skeleton. Such a shape‐persistent PAH expectedly exhibits a tendency to stack face‐to‐face and forms J‐aggregates. Moreover, BFDI can be difunctionalized site‐selectively at the reactive 9 and 10 positions of the anthracene unit and then applied to prepare conjugated polymers. When coupled with 1,4‐diketopyrrolo[3,4‐c]‐pyrrole (DPP) via thiophene and dithiophene linkers, two polymers with significantly broadened absorption bands extended to the near‐infrared regime are obtained, evidencing the effective π‐conjugative extension ability of BFDI unit.