White matter disease refers to a set of diseases that affect the white matter of the brain and all of which have different consequences on brain function. Most of the studies have shown that it results from the defects during protein synthesis, with the gene defects in EIF2B 1-5, encoding the five subunits of eukaryotic translation initiation factor 2B (eIF2B) α, β, γ, δ and ε, respectively. eIF2B plays a crucial role in protein translation and its regulation under different conditions. The previous studies have shown that mutations in five subunits of eIF2B cause white matter disease of the brain and thus EIF2B is the main culprit in development of white matter disease. In this study, the mutational screening of EIF2B5 gene encoding eIF2Bε was performed for the first time in 12 Kashmiri patients, each having a unique white matter disease condition. We found two novel missense mutations in EIF2B5: c.580A>G, p.Thr194Ala and c.611C>T, p.Ala204Val among the patients with demyelinating disease (multiple sclerosis), but no mutation was found in other patients. In conclusion our study suggests involvement of the EIF2B5 gene in MS development, thus suggesting p.Thr194Ala to be a susceptibility factor for the development of multiple sclerosis.