You either need to import the project as a Gradle project from within Idea. When you add a dependency you need to open the Gradle window and perform a refresh.
Alternatively generate the project files from gradle with this:
build.gradle:
apply plugin: 'idea'
And then run:
$ gradle idea
If you modify the dependencies you will need to rerun the above again.