But the Arxiv paper says:

"We stress that peer clients never communicate directly: messages always go through a server, where they are stored to permit later retrieval by the recipient. Cloud chat messages are kept in clear text, while secret chat messages are encrypted with the peers’ session key, which should be unknown to the server."

So it doesn't appear to be encrypted-at-rest, but without reading the telegram documentation I can't verify that.