Here, we describe a new technology, designed to accelerate peptide discovery by quick identification and optimization of the residues critical for protein–protein interactions or ligand binding. We called it PepFusion. It is based on ligation of short DNA sequences generated from known ligand‐binding regions. We tested it by selecting peptide antagonists of interleukin‐6 (IL‐6), a key mediator of inflammatory diseases such as rheumatoid arthritis (RA), Crohn's disease, and Castleman disease (CD). The PepFusion library demonstrated superiority over a random library by yielding a peptide with low micromolar affinity for IL‐6, whereas the random library failed. The affinity of the peptide from the PepFusion library was further enhanced by additional rounds of mutagenesis leading to peptide variants with low nanomolar IL‐6 affinity. In addition to generating high‐affinity peptides, our method opens the way to solve the problem of the false positive sequences, which are common with all display technologies.