A folding intermediate of dual-specificity tyrosine phosphorylation-regulated kinase 1A (DYRK1A) in the non-native state autophosphorylates intramolecularly, whereas the folded conformation of DYRK1A in the native state no longer catalyzes this reaction. We identified FINDY, a small molecule that selectively inhibits the DYRK1A folding intermediate but not its fully folded conformation. These findings indicated the presence of a unique binding site that is exposed only in the folding intermediate. In the previous study, we developed a facile method for screening of inhibitors that target the folding intermediate in the non-native state using recombinant folded proteins in the native state. We found that FINDY and its derivatives target both DYRK1A and DYRK1B in their non-native states. In this study, we examined the potency of these inhibitors on DYRK2, another member of the DYRK family. FINDY inhibited DYRK2 in the non-native state slightly greater than that in the native state. Although RD0448, a FINDY derivative, selectively targets DYRK1A/1B in their non-native states, RD0448 exhibited no selectivity between the native and non-native states of DYRK2, indicating that the RD0448-binding site is hidden in the native state of DYRK1A/1B but is exposed in the native state of DYRK2. Furthermore, RD0448 bound tightly to DYRK1A/1B, whereas RD0448 showed weak affinity for DYRK2 and rapidly dissociated from the binding complex. These results suggest a correlation between the tight binding of the inhibitors and their target selectivity toward the non-native state in DYRK family kinases.