The functionalization of small aromatic heterocycles is a straight and efficient method to access large polycyclic conjugated molecules. However, due to its unique reactivity, the derivatization of acridone usually gives the product in the angular shape and is difficult to obtain the linear ones. Here we report the direct functionalization of acridone to generate its linearly fused derivatives containing cyclobutadienoid via the palladium‐catalyzed arene‐(oxa)norbornene annulation followed by the dehydrated aromatization. The experimental characterizations demonstrate that the antiaromatic cyclobutadienoid ring can extend the molecular conjugation. Theoretical calculations reveal the weakened aromaticity of neighboring benzenoid rings of cyclobutadienoid with no influence on the electronic structure of central pyridone. The molecular stability is enhanced in comparison to that of linear acridone derivatives containing only six‐membered rings.