Next generation EC cooling devices using electrocaloric effect of ferroelectric materials have been attracting more and more attentions. It is very desirable for a bulk ferroelectric ceramic to have a large electrocaloric (EC) effect at a very low electric field. However, limited to the low dielectric breakdown strength and the low pyroelectric effect, there is almost no breakthrough in a long period of time for the EC effect of bulk ceramics since the EC effect was found in 1930s. Although the large electrocaloric temperature change (T) could be obtained in some ferroelectric ceramic thin films, their EC strengths (T/E) are too small and unappreciable compared with bulk ceramics. Therefore, it is urgent to design and make ferroelectric bulk ceramics that a large EC effect at a relatively lower electric field can be obtained. In this work, two medium entropy-like, Pb(Sc0.25In0.25Nb0.25Ta0.25)O3 (PSINT) ceramics were successfully synthesized by one-step or two-step spark plasma sintering (SPS) processing technology. When the configurational entropy of B-site ions is enhanced, the dipolar entropy could also be increased simultaneously. Therefore, it is reasonable to believe that a large EC effect can be achieved in medium-entropy and high-entropy ferroelectric ceramics, especially when the ceramics is relaxor ferroelectrics because a lot of polar nano regions (PNRs) existed in the ceramics. For the two-step-SPS processed sample, a high EC strength (△T/△E ~ 0.021 K·cm/kV) and a large EC effect (△T ~ 0.85 K) with around room temperature are obtained at a very low electric field (~ 40 kV/cm). Moreover, the working temperature range is also very broad (~ 120 K), which is attributed to the high-degree relaxation of the dielectric peak.