Kyphomelic dysplasia, characterized by bowing of the limbs severely affecting femora, has eluded a clear molecular etiology for nearly four decades. We ascertained two unrelated consanguineous families with kyphomelic dysplasia. We performed clinical and radiographic evaluation followed by exome sequencing in three probands. Impact of CCN2 knockout was studied in zebrafish models via CRISPR-Cas9 gene editing. All the probands had short stature, cleft palate, micro-retrognathia. Kyphomelic femora, bowing of long bones, radial head dislocations and spondyloepimetaphyseal dysplasia. We noted two novel biallelic (homozygous) variants in CCN2 as possible candidates: a missense variant c.443G>A; p.(Cys148Tyr) in exon 31 and a frameshift variant, c.779_786del; p.(Pro260LeufsTer7) in exon 5. CCN2 is crucial for proliferation and differentiation of chondrocytes. Earlier studies have shown that CCN2-deficient mice exhibit twisted limbs, short and kinked sterna, broad vertebrae, domed cranial vault, shorter mandibles, cleft palate and impaired osteoclastogenesis. We generated F0 knockouts of ccn2a in zebrafish, which showed altered body curvature, impaired cartilage formation in craniofacial region and either bent or missing tails recapitulating the human phenotype. Our observations confirm biallelic loss of function variants in CCN2 result in an autosomal recessive kyphomelic dysplasia, for the first time.