In this work, Ash samara seeds are used as a new biosorbent in raw form, without activation, to purify water containing cationic textile dyes. The study of this process is carried out in batch mode. The different physico-chemical parameters are studied such as the point of zero charge, the moisture content, the ash content, the volatile matter, the mass effect, and the pH of the solution. Fourier transform infrared spectroscopy characterization shows the existence of significant OH, C=O, C-O-C, and C=C functional groups. The performance is satisfactory: the decolorization rate is 95 ℅, under the experimental conditions: 2.4 g/L biomaterial, pH ∼ 7, and Ci = 25 mg/L. Several kinetic and isothermal models are applied: Avrami proved to be the best fit to the experimental data, the calculated amount is Qcal = 10.09 mg/g with R2=0.99 and χ2=0.018. The non-linear Liu modelling agrees with the experimental results Qmax = 100.48 mg/g with R2 = 0.987, χ2=11.67, and RMSE= 2.91. The thermodynamic study suggests that the methylene blue biosorption process is favorable, spontaneous, and exothermic. The mechanisms involved are non-covalent bonds (π-π interactions, hydrogen bonds, n-π interactions, Van der Waals forces), and that the process is multi-docking (n<1) reflecting the biosorption of methylene blue in a parallel site on the adsorbent surface.