On the Graylog-server in the file /etc/graylog/server/server.conf the TimeZone was not
set and the default is UTC.
Default is UTC
#root_timezone = UTC
I changed this to:
Default is UTC
root_timezone = CET
Then I restart Graylog
systemctl restart graylog-server.service
The problem is solved now.
Thanks for your reactions.