The Maven build is running fine even from within Eclipse but the messages won't go away even if you:
- Right-click on the project --> Validate
- Project --> Clean
- Close and re-open it
If there was no real reason for them to show up because in the meantime you had removed the reason for them to exist, then they'll not be generated again.
Thanks to pelotom!