Finally able to complete the task. :)
First of all a big thanks to "vtxyzzy" for the SQL query code.
What I did was, I searched for the term_id into "wp_term_taxonomy" table and I found 2 different term_taxonomy_id for same term_id because wordpress combined tag and category.
Then I noted down term_taxonomy_id of the tag and ran the provided query. :)