As per the rules, you need to apply for the scholarship again as a fresh applicant. If you do so with all the documents as required mentioning your new college and your new education session, you will get the scholarship. So if you have take admission again in the 1st year of BE, then without any doubt apply for the scholarship.

For the official website of Tamil NADU GOVERNMENT PORTAL, visit the link below:

https://www.tn.gov.in/

I hope this answer helps. All the very best for your future endeavors!