The search for practically applicable alkaline anion exchange membrane (AAEM) has been of continuous interest during the past decades. One of the main obstacles for current AAEM lies in the trade‐off between hydroxide conductivity and dimensional stability. In this contribution, novel quaternary phosphonium polymer microsphere (QPPMS) with crosslinked structure and dense carrier sites is synthesized via precipitation polymerization method, followed by incorporating into chitosan (CS) to prepare composite membrane. Compared with CS, the incorporation of QPPMS endows composite membrane more than two times increased ion exchange capacity (IEC) from 0.39 to 1.2 mmol g−1, and highly enhanced water uptake from 90% to 124% with an enhancement of 37.8%. The constructed interfacial and intra‐QPPMS transfer pathways confer almost nine times augment of conductivity at 20°C under 98% relative humidity (RH). Most importantly, the increase of area swelling is limited to 25.0% (from 32% to 40%) due to the crosslinked structure of QPPMS, which is inconceivable for homogeneous membranes and inorganic filler‐based composite membranes. © 2018 Wiley Periodicals, Inc. J. Appl. Polym. Sci. 2018, 135, 46715.