If the urine has soaked in too deeply, unfortunately, that piece of furniture is probably a goner. While these methods can effectively get rid of cat pee smell on furniture, you’re facing an endless, Sisyphean task of constant cleaning unless you stop your cat from peeing on the furniture in the first place.