The current work illustrates the physical activation of raw charcoal to produce activated carbon (AC) at low temperatures (300 and 500 °C). Prepared ACs are tested for Methylene blue (MB) adsorption experiments at various adsorption conditions (e.g., pH, temperature) and discussed efficiency, kinetics, isotherm models, and adsorption mechanism to determine the optimal adsorption conditions for the removal of MB dye. The results show that the prepared ACs (AC1, AC2 at 300 and 500 °C) efficiently absorb MB and obtain removal efficiency of ∼100 and 83% in 1 h, respectively. When the pseudo-first-order and pseudo-second-order adsorption kinematic models are used to test the adsorption data, the result fits the pseudo-first-order model better. The Freundlich and Langmuir adsorption isotherms are employed to model the isotherm data to get the maximum adsorption capacity (MAC). The MAC for AC1 and AC2 is found to be 39.14 and 40.98 mg/g, respectively. Additionally, MB adsorption has been analyzed using the Temkin and Dubinin–Radushkevich isotherm models, along with the inter-particle diffusion model. The Dubinin–Radushkevich model suggests that MB adsorption is a physical absorption process. The Temkin model showed that the Temkin constant (B) values are positive indicating that the adsorption is exothermic. The inter-particle diffusion model revealed that AC2 displays greater adsorption kinetics consistency due to its larger pore diameter. The results reveal that the Langmuir model captured the data better, demonstrating that monolayer adsorption dominated the absorption process. Additionally, prepared ACs are examined for reuse, and exhibit three cycles of recyclability. As a result, ACs made from oak wood charcoal are an easy affordable way to get rid of MB dye.