In this research work, a novel guar gum based membrane was fabricated that was further reinforced with tungsten oxide (WO3) nanoparticles (NPs) respectively for the removal of methyl violet (MV) dye from aqueous solution. The membranes were characterized by Fourier Transform infrared (FT-IR) spectroscopy and scanning electron microscopy (SEM) which confirms the presence of functional groups, rough and smooth surface morphology with porous structure and X-ray diffraction (XRD) shows specific peaks approves the NPs of WO3 respectively. The swelling study of membranes was performed by using various parameters i.e. maximum swelling were attained at neutral pH 7, water transport mechanism was followed the Fickain diffusion and the gel content was linearly increased 91–95%. The adsorption efficiency of membrane for virulent dye (MV) was investigated by following parameters i.e. the adsorption of dye was maximum at pH 10 and 96% of dye was removed at 60 mins. The kinetic data for adsorption process was best fitted with pseudo first order kinetic model which shows the physisorption of dye and isothermal data for Langmuir-Freundlich model shows multilayer adsorption. The negative ∆H values indicates the exothermic reaction. Furthermore, pre and post analysis of water samples (drinking tap water and contaminated water) were used to examine the physiochemical parameters such as colour, odour, pH, conductivity, TDS and DO (dissolve oxygen) by using the synthesized membrane. The fast uptake capacity of dye removal and the physicochemical parameters of contaminated water was observed by friendly nature of membrane.