After running the tool - Build Network successfully, the build status in the Network Properties is shown as 'Not Built'.
Open the network dataset properties in ArcCatalog, it's the same status - 'Not Built'.
And the NA Server which is using the network data source is correct.
ArcGIS Desktop 10.6
File Geodatabase with Network Dataset Version 10.1