Chimeric antigen receptor (CAR)‐T cell immunotherapy has been approved in the treatment of hematological malignancies, but remains far from satisfaction in solid tumor treatment due to inadequate intra‐tumor CAR‐T cell infiltration. Herein, an injectable supramolecular hydrogel system, based on self‐assembly between cationic polymer mPEG‐PCL‐PEI (PPP) conjugated with T cell targeting anti‐CD3e f(ab')2 fragment and α‐cyclodextrin (α‐CD), has been designed to load plasmid CAR (pCAR) with T cell specific CD2 promoter, which successfully achieved in situ fabrication and effective accumulation of CAR‐T cells at the tumor site in humanized mice models. More importantly, due to this tumor microenvironment reprogramming, secretion of cellular inflammatory cytokines (IL‐2, TNF‐α, and IFN‐γ) or tumor killer protein granzyme B was significantly promoted, which reversed the immunosuppressive microenvironment and significantly enhanced the intra‐tumor CAR‐T cells and cytotoxic T cells infiltration. To the best of our knowledge, this is a pioneer report of using injectable supramolecular hydrogel for in situ reprogramming CAR‐T cells, which might be beneficial for solid tumor CAR‐T immunotherapy.This article is protected by copyright. All rights reserved