Leaf, spike, stem, and root morphologies are key factors that determine crop growth, development, and productivity. Multiple genes that control these morphological traits have been identified in Arabidopsis, rice, maize, and other plant species. However, little is known about the genomic regions and genes associated with morphological traits in wheat. Here, we identified the ethyl methanesulfonate-derived mutant wheat line M133 that displays multiple morphological changes that include upward-curled leaves, paired spikelets, dwarfism, and delayed heading. Using bulked segregant RNA sequencing (BSR-seq) and a high-resolution genetic map, we identified TraesCS1D02G155200 (HB-D2) as a potential candidate gene. HB-D2 encodes a class III homeodomain-leucine zipper (HD-ZIP III) transcription factor, and the mutation was located in the miRNA165/166 complementary site, resulting in a resistant allele designated rHb-D2. The relative expression of rHb2 in the mutant plants was significantly higher (P