No tasks available when executing JUnit runner class

Ok, none of the proposed solutions worked, but I finally figured it out.

Went to Settings > Build, Execution, Deployment > Build Tools > Gradle and changed Run tests using: from Gradle (Default) to IntelliJ IDEA.

Note: found the solution here.