Rab5B is a small monomeric G protein that regulates early endocytosis and controls signaling pathways related to cell growth, survival, and apoptosis. Dysregulation of Rab5B protein expression has been linked to the development of several cancers such as leukemia, lymphoma, kidney, prostate, ovarian, breast cancer, etc. Our research shows the first attempt to identify inhibitors that can target Rab5B GTPase. In this study, we performed molecular docking using Autodock Vina 1.5.6 and identified eight molecules with docking scores ranging from -9.8 to -10.6 kcal/mol. Thereafter, we examined the pharmacological characteristics of these compounds, and selected compounds were further analyzed for their conformational dynamics and thermodynamic stability using molecular dynamics simulations and molecular mechanics Poisson-Boltzmann surface area (MM-PBSA)-based free energy calculations. Notably, our findings revealed that strychnine had the highest binding affinity to Rab5B followed by anonaine, helioxanthin, and taiwanin E, with a ΔGbind value of -21.43, -17.11, -15.11, and -14.09 kcal/mol respectively. The binding free energy calculations showed that Van der Waals interactions are the primary contributor to the binding between Rab5B and the inhibitor. The interaction between the inhibitor and Rab5B was shown to be controlled by certain hot spot residues, including Phe45, Tyr48, Ala64, and Ala30. Overall, we believe that these findings could facilitate the exploration and development of potential hits against Rab5B, subject to optimization and further research.