Biosorption technique is followed utilizing cost effective and highly efficient biosorbent i.e. sugarcane bagasse for the treatment of wastewater contaminated with vinyl sulfone reactive blue 21 dye. Adsorption capacity of sugarcane bagasse is enhanced by chemical pretreatment with hydrochloric acid. Optimization of adsorption parameters is carried out resulting in more than 90% dye removal.