I'd thought VLC had dropped support for MIDI, but I've found it to be the easiest way to get hassle-free MIDI playback.
Tools > Preferences > Input/Codecs > Audio codecs > FluidSynth
Now you can play a MIDI file just like it's any other audio or video file :)