For a Spring boot, gradle project using IntelliJ, my issue was that Spring Boot currently brings JUnit 5 with it. I had also manually installed JUnit 5 as well.
After deleting compile 'org.junit.jupiter:junit-jupiter-api:5.6.3' in build.gradle my tests began to work again.