Glioblastoma is a primary brain tumor notorious for its extreme aggressiveness and inevitability of recurrence, resulting in a dire prognosis. Angiopoietin-like proteins comprise eight glycoproteins that are secreted and share structural similarities with angiopoietin family proteins. The researchers discovered that the expression of ANGPTL2 is significantly elevated in GBM tumors and that this elevation correlates with the proliferation and dissemination of glioma cells. In drug discovery, Natural plant compounds derived from plants have shown properties that can inhibit the activity of cancer cells. These compounds are capable of inhibiting cancer cell proliferation and promoting apoptosis. In our study, we conducted an integrated bioinformatics analysis to investigate the role of ANGPTL2 in GBM. We utilized natural plant compound inhibitors to identify the plausible inhibitor targeting ANGPTL2. Due to the unavailability of the 3D structure of ANGPTL2 in the Protein Data Bank, we utilized homology modeling using I-TASSER to create a 3D protein model of ANGPTL2. Molecular docking studies were conducted and the highest-scoring ligand was identified. Multiple parameters were utilized in the analysis of protein-ligand interactions. According to our findings, 22-epicalamistrin is a promising potential ANGPTL2 inhibitor for reducing ANGPTL2 expression and halting the progression of Gliomas.