MIDI files contain notes and instrument instruction for a playable song. As such only special audio editing / conversion software with proper instrument libraries and translation capabilities can convert MIDI files to actual audio files like the WAV. So it is not much of conversion, more like generating .wav audio file from *.midi source.
Open MIDI file Open WAV fileA music composition and editing program
A software synthesizer for Windows