Due to different class loading rules and test order, test results might change if you run them inside Eclipse or with Maven. Note however that such cases raise an issue in the way the tests are written.
Using Eclipse to debug tests run with Maven
To debug the MySuperClassTest class:
Start the Maven test for this class only, in debug mode:
mvn -Dtest=MySuperClassTest -Dmaven.surefire.debug test
The test will wait for Eclipse to connect.
Open the Debug Configuration in Eclipse and set up a remote application on port 5005. Run the configuration. The test will resume. You can use break points and all the usual features of Eclipse debugging.