I have noticed that this particular explained behaviour happens if I, during the debugging, continue until the end of execution of the debugged code. But,  if I stop the debbuger explicitely during the debugging, then it does not happen and I can attach next time again without a problem.

Since there seems that no one experiences this, I'm going to accept this a an acceptable reply so the issue can be closed