Mattermost is an open source Slack alternative - it's got the same core features, familiar user interface, Slack-compatible integrations (so you can migrate them easily if you choose to), and more.
The added benefit with self hosting is privacy, customization - and basically full control of your data.
The idea of self hosting Slack is appealing to me. But I don't know how close it is to Slack.