Sadly, browsers cannot play MIDI natively. Old version of IE used to be able to via the <bgsound> HTML tag but that's removed in modern versions and no other browsers support it.

For fun, I actually rebuilt <bgsound> for the modern web using a Web Component. https://github.com/feross/bg-sound