Ugh! My Eclipse is stuck in an endless loop:
I opened my module's .project file. There were two entries:
org.maven.ide.eclipse.maven2Builder org.eclipse.m2e.core.maven2Builder
I removed org.eclipse.m2e.core.maven2Builder entry and it magically fixed the problem.