You don't need to rely on someone else's servers, you can host Mattermost on your own server.

You can download and use it as free for self-hosted server.

Yes, it supports markdown + code highlighting.

... especially Dark Theme!

For Example: https://github.com/dracula/mattermost

Almost all features of Slack are available in Mattermost.