As of now, the Azure Maps API is not available in South Korea. This limitation also applies to China. However, Microsoft is working on expanding the availability of Azure Maps to these regions in the future.
If you need mapping services in South Korea, you might consider using Bing Maps for Enterprise, which provides worldwide coverage and is accessible from South Korea.