Either way, soak in a solution of one part water and one part vinegar. It is possible to remove the scale with a kitchen sink cleaner and an abrasive pad. They can be removed with washing up liquid and hot water, but a solvent is needed.
Let's Get It Fixed!
HomeX virtual experts will assess your issue (for free!) and can resolve simple problems.