Pristine and boron‐doped fullerenes have been widely investigated for their possible use in medical applications, as drug delivery nanovehicles. In this study, we investigate bare and B‐doped C20, C36 and C60 fullerenes and their interaction with piribedil drug molecule, based on density functional theory (DFT). Calculations were performed using the functional PBE of general gradient approximation, empirical dispersion correction by Grimme under vacuum conditions, pentylethanoate and water media. In this article, we examine optimized geometries, binding energies, theoretical IR spectra and the plots of Molecular Electrostatic Potential, as well as HOMO and LUMO orbitals, density of states (DOS) and the quantum theory of atoms in molecules (QTAIM), in order to truly comprehend the interaction between various fullerenes and piribedil. Findings suggest that C36, C60 and C35B fullerenes might be used as drug delivery vehicles for piribedil because of their moderately high adsorption energies with piribedil.