Pharmaceutical compositions comprising bortezomib for oral or parenteral administration. Specific aspects relate to stable, sugar free pharmaceutical compositions of bortezomib, including its pharmaceutically acceptable salts or solvates, in the form of ready-to-use solutions, lyophilized forms, or physical admixtures, and the preparation thereof. Other aspects include processes for preparing compositions and methods of using compositions for treating various types of cancers in mammals.