The problem does not get resolved.
I am now using another plugins wptwitter which stopped working after twitter api updated to v1.1. Now they have updated their plugins and that is working perfectly. So I have disconnected jetpack to avoid any conflict (as I am unable to get their twitter connection disconnected)
Anyway, the problem get resolved now and many many thanks for your support.