Comment by michel-slm

Which desktop client did you try? The official Mac client, at least, has secret chat just like the mobile clients (I just used it yesterday)

Note that Telegram secret chats are end to end encrypted (default chats are not) but you're still dealing with the Telegram server (not peer to peer)