The invention provides a method for the suppression of bauxite dust emissions from dry, finely divided bauxite ore. The method includes the step of contacting bauxite ore with an aqueous solution of a watersoluble vinyl addition polymer. The polymer being selected from the group consisting of nonionic and anionic watersoluble vinyl addition polymers.