It's not particularly secure, and not privacy-focused at all, at least not compared to the other entries in that section.

https://en.wikipedia.org/wiki/Telegram_(software)

Default Messages and media in Telegram (...) can be accessed by the Telegram service provider, who holds the encryption keys.