Download this using tampermonkey

https://github.com/Neet-Nestor/Telegram-Media-Downloader

Go on https://web.telegram.org/k ( need to use k version, telegram officially has two, internal competition thing)

Click on audio, should see download button on top right

Downloads music as ogg files, which basically a better open source alternative to mp3.