Secret chats code can be verified since it's open-source, which is distributed as a part of TDLib and Telegram FOSS client available in F-Droid, however you have noted correctly that it's only available in mobile clients. Telegram Desktop had never published or released E2EE chats as a part of their client. There is a whole Github repo dedicated to that information and a discussion.