Have To Recreate Feature After Rollback - Features Module
It turns out the feature is in 'overridden' state

drush fl name_on_feature


If I did revert

drush fr name_on_feature


Then that solved my problem but i am still puzzled. If I drop tables, then how is it detecting 'overridden' state. Does Features module has some local file cache used for handling states?..just thinking loud. To my understanding revert updates database according to the code of the feature.