Discourse is a JavaScript application that runs on the client, first load time is never going to be its strong suit. It is competitive but it will never lead the pack in this area. This trade off is made so subsequent loads are incredibly fast as only minimal JSON is transmitted over the wire for each subsequent action after first load.
If that is a problem for you, I suggest choosing different software.