I Got the Root Cause. check-mk-inventory command in check_mk_templates.cfg having --check-inventory instead of --check-discovery.
After modification from --check-inventory to --check-discovery in command check-mk-inventory, check_mk discovery fetching proper data.
Regards,
DD