1,2‐Dihydroisoquinolines are important building blocks of many natural products and phamarceuticals. In continuation of our ongoing research on transformations of quinone derivatives, herein we present a catalyst‐free cascade annulation of β‐enamino esters with 2‐(2‐nitrovinyl)‐1,4‐benzoquinone, which allowed for the synthesis of various novel 1,2‐dihydroisoquinoline derivatives in moderate to good yields (60 %–99 %). This method is applicable to a wide variety of β‐enamino esters. The structure of one product was determined by an x‐ray crystal analysis. Moreover, a plausible mechanism was proposed.