Consistent introduction of novel enzymes is required for developing efficient biocatalysts for challenging biotransformations. Absorbing catalytic modes from organocatalysis may be fruitful for designing new-to-nature enzymes with novel functions. Herein we report a newly designed artificial enzyme harboring a catalytic pyrrolidine residue that catalyzes the asymmetric Michael addition of cyclic ketones to nitroolefins through enamine activation with high efficiency. Diverse chiral γ-nitro cyclic ketones with two stereocenters were efficiently prepared with excellent stereoselectivity (up to 97% e.e., >20:1 d.r.) and good yield (up to 86%). This work provides an efficient biocatalytic strategy for cyclic ketone functionalization and highlights the usefulness of artificial enzymes for extending biocatalysis to further non-natural reactions.