Lead halide perovskites have emerged as superstar semiconductors owing to their superior optoelectronic properties. However, the issues of chemical and thermodynamic instability and toxicity are yet to be resolved. Here, the non‐ and Bi3+‐doped all‐inorganic lead‐free perovskite derivatives are reported. Most remarkable is the successful extending of excitation of Cs2ZrCl6 to match with the commercial near ultraviolet light‐emitting diode chips via deliberate Bi3+ aliovalent doping. The blue emission, contrary to self‐trapped exciton (STE) emissions amply reported previously, originates from Bi3+ ionoluminescence with a high photoluminescence quantum efficiency of 50%. The competition for harvesting electrons between STEs and Bi3+ is studied in detail by steady‐ and transient‐state fluorescence spectroscopy in combination with theoretical calculations. Surface grafting endows Cs2ZrCl6:Bi3+ with a robust water‐resistant core–shell‐like structure and abiding emission. Surprisingly, the emission intensity even increases to 115.94% of the initial level after immersing in water for 2 h. The as‐obtained phosphor enables the fabrication of a white light‐emitting diode (w‐LED), achieving CCT = 4179 K and Ra = 81.9. This work not only promotes the step toward development of lead‐free, stable, and high‐efficiency perovskite derivatives for the next‐generation warm w‐LEDs, but also reveals the structure–PL relationship.