Processing of dense potassium tantalate ceramics is a challenging task. In our study, KTaO3 powder was prepared by heating the mechanochemically activated K2CO3–Ta2O5 powder mixture at 800°C for 4 h. Another heating at 800°C was needed to improve the structural homogeneity of the powder. Sintering in air and oxygen atmospheres at 1325°C for 1 h resulted in the ceramics with relative densities around 85% and inclusions of the K6Ta10.8O30 secondary phase. Phase‐pure KTaO3 ceramics with relative densities of 98% and 95% were obtained by hot‐pressing the single‐ and the double‐calcined powder compacts, respectively, at 1250°C for 2 h. The dielectric permittivity of the hot‐pressed ceramic, prepared from the double‐calcined powder, measured at 5 K and 1 kHz is 4080, which is almost twice the value obtained for the ceramic, prepared from the single‐calcined powder, i.e. 2450, and is comparable with the value reported for the single crystals.