I have created a new Maven project, after the project structure is created then I have done the following steps,
Create a new directory scala under main -> rightclick -> mark directory as source. Then went to project level -> Add Framework Support and select Scala and selected the Scala SDK.
After doing, I do not see Scala SDK under external libraries, not sure what the issue is. I have downloaded the scala plugin as well.