I have fixed it by editing the start script /usr/bin/dia
to have the LIBOVERLAY_SCROLLBAR=0
before the dia launch.
$ sudo /usr/bin/dia
Then edit dia file to look as below
#!/bin/sh
#
# Wrapped that calls dia in integrated version
#
LIBOVERLAY_SCROLLBAR=0 dia-normal --integrated "$@"
Thats all.