Stainless steel earrings turn black when they've become tarnished. This can happen over time and with exposure to elements that make them corrode. Sterling silver must be kept dry and carefully cared for, though it is not uncommon for it to tarnish from age. Stainless surgical steel, however, will not tarnish.