In the context of catalysis, depth filters are used to remove particulate contaminants that could deactivate or poison the catalyst. They work by capturing fine particles and contaminants as the reaction mixture passes through the filter media. This ensures that the catalyst remains active for a longer period, thereby maintaining the efficiency of the catalytic process.