Binary transition metal dichalcogenides (BTMDs) have attracted a lot of researchers to exploit their unique properties for different applications in various fields, mainly in energy and environment. Surprisingly, there are no attempts of utilizing BTMDs materials particularly nickel molybdenum selenide (NiMoSe2) as a catalyst support for organic transformations. Reusable catalysts are better alternatives to the transition metal‐free protocols for the synthesis of heterocyclic compounds. Herein, we report a NiMoSe2 BTMD catalyst with Lewis acidic (transition metal) and strongly basic (selenide) sites for the regioselective synthesis of 2,3,5‐tri(het)aryl‐pyrroles from β‐thioxoketone precursors. The present method is capable of giving the expected products in good to excellent yields (up to 80%). Different substituents like ester, cyano, alkyl, trifluoromethyl, methoxy, and halogens have shown tolerance under optimized reaction conditions. The recyclability and reusability of the catalyst was checked for five catalytic cycles without notable loss in reactivity.