If finally found the file where this kind of configuration is stored. On my machine it is
C:\Program Files\IBM\SDP\runtimes\base_v61\profiles\was61profile1\config\cells\ddea1846Node01Cell\nodes\ddea1846Node01\servers\server1\server.xml
In that file one can find the setting in question and remove it.