Driven by the information industry, advanced electronic devices require dielectric materials which combine both excellent energy storage properties and high temperature stability. These requirements hold the most promise for ceramic capacitors. Among these, the modulated Bi0.5Na0.5TiO3 (BNT)‐based ceramics can demonstrate favorable energy storage properties with antiferroelectric‐like properties, simultaneously, attaching superior temperature stability resulted from the high Curie temperature. Inspired by the above properties, a strategy is proposed to modulate antiferroelectric‐like properties via introducing Ca0.7La0.2TiO3 (CLT) into Bi0.395Na0.325Sr0.245TiO3 (BNST) ((1−x)BNST‐xCLT, x = 0.10, 0.15, 0.20, 0.25). Combining both orthorhombic phase and defect dipole designs successfully achieve antiferroelectric‐like properties in BNST‐CLT ceramics. The results illustrate that 0.8BNST‐0.2CLT presents superior recoverable energy storage density ≈8.3 J cm−3 with the ideal η ≈ 80% at 660 kV cm−1. Structural characterizations demonstrate that there is the intermediate modulated phase with the coexistence of the antiferroelectric and ferroelectric phases. In addition, in situ temperature measurements prove that BNST‐CLT ceramics exhibit favorable temperature stability over a wide temperature range. The present work illustrates that BNT‐based ceramics with antiferroelectric‐like properties can effectively enhance the energy storage performance, which provides novel perspectives for the subsequent development of advanced pulsed capacitors.