Thanks for your hint. .xsession-errors contained a lot of errors and messages but nothing related to the problem.
In the meanwhile I found a post in the bug-database which blames arts/alsa for this behaviour (7760
. After disabling the alsa soundsystem and replacing it with jackd the problem was gone. Everything works fine now.