The Caspian Sea is the odd one out because it's not actually a sea - it's a landlocked lake (the largest inland body of water in the world). All the others (Arabian Sea, North Sea, Tasman Sea) are true seas connected to the world's oceans. The Caspian Sea is surrounded by five countries and has no outlet to the ocean.