Hi Reuben Lee,
Interest is reported to HMRC by financial institutions after the tax year has ended. As you have correctly stated you do not need to complete a return to report interest unless it is more than £10,000 or you meet other Self Assessment criteria.
If you complete the criteria tool you can send a request to be removed from Self-Assessment if applicable.
Check if you need to send a Self Assessment tax return