I have found a “solution” myself:
I had to pass the encoding into the maven-surefire-plugin, but the usual
<encoding>${project.build.sourceEncoding}</encoding>
did not work. I still have no idea why, but when i pass the command line arguments into the plugin, the tests works as they should:
<plugin>
<groupId>org.apache.maven.plugins</groupId>
<artifactId>maven-surefire-plugin</artifactId>
<version>2.15</version>
<configuration>
<argLine>-Dfile.encoding=UTF-8</argLine>
</configuration>
</plugin>
Thanks for all your responses and additional comments!