Yes, you can eat week-old tuna if the can remains unopened and properly stored in a refrigerator. Indeed, a canned tuna deteriorates gradually after its best date. The color, textures, and flavor change with time, so we always recommend you to consume as sooner as possible within 1 to 2 days after opening the can.