Due to their high dielectric and polarization response, relaxor ferroelectric (RFE) ceramics have been extensively studied as matrices for dielectric energy-storage (ES) materials. However, poor dielectric bias-field stability presents a significant bottleneck for their application and further enhancement of ES performance. Here, we propose a novel approach to address this issue. By employing a mesoscale stacked structure design, we integrate RFE and relaxor antiferroelectric (RAFE) materials to create multilayer composite ceramics that optimize dielectric properties. Specifically, we utilize 0.5(Bi0.5Na0.4K0.1)TiO3-0.5[2/3SrTiO3-1/3Bi(Mg1/3Nb2/3)O3] as the RFE matrix and (Pb0.95La0.02Sr0.02)(Zr0.5Sn0.4Ti0.1)O3 as the RAFE matrix. This combination achieves a stable dielectric permittivity of approximately 900 across an electric field range of ± 150 kV/cm, with fluctuations under ± 15 %. The composite also exhibits remarkable ES performance, with a recoverable ES density of 6.14 J/cm3 and efficiency of 86.7 % under 430 kV/cm. Our findings offer a reliable solution for multilayer ceramic capacitors and advance dielectric materials in high-voltage applications.