There is E2E encryption for private ono on one conversations, but it is off by default and the option to enable it is buried behind a few screens ans several clicks..
And it is completely unavailable for group chats..
If you want more details, Matthew Green, the famous cryptographer from Johns Hopkins University have reviewed it recently
https://blog.cryptographyengineering.com/2024/08/25/telegram...