Mesoporous alumina is a promising drug carrier because of its extensive surface area, pore structure, biocompatibility and non-toxicity, facilitating high drug loading and release capacity. This study aimed to investigate the adsorption and release kinetics of levofloxacin (LF) on prepared γ-mesoporous alumina nanoparticles (γ-MNPs). Adsorption kinetic tests were carried out by a batch method, drug loading was investigated using an impregnation method, and the release kinetics were determined using a dialysis bag maintained at 310 K. Adsorption kinetics were analysed using three kinetics models: the pseudo-first-order, pseudo-second-order and intraparticle diffusion. Results showed that the adsorption of LF followed a pseudo-second-order reaction, with the adsorption rate and mechanisms regulated by two consecutive steps, suggesting that intraparticle diffusion was involved, but it was not the only rate-controlling step. Drug loading results showed that the amount of LF loaded into γ-MNP was 2.17 mg drug/g γ-MNP. The drug release behaviour was investigated at pH 7.4 and pH 5.4. The drug release profile for the LF/γ-MNP system showed that the drug release percentages were 18.00% at pH 5.4 after 48 h and 90.41% at pH 7.4 after 24 h. Drug release was characterised by the kinetic models, including zero-order and first-order kinetics. The data from the pH 5.4 system was best fitted by zero- and first-order kinetics. The drug release mechanisms from a matrix were interpreted using Korsmeyer–Peppas, Kopcha and Higuchi models. The results demonstrated that drug release at pH 7.4 exhibited non-Fickian diffusion, whereas that at pH 5.4 was Fickian diffusion. The Hugichi constants (kH), which were correlated with the release rate, were low in the two systems, confirming the results of zero- and first-order equations. Therefore, γ-MNP is a promising and effective delivery medium for LF treatment.