You wouldn't need to call
stop after playback is finished anyway (as it has already stopped).
To add petermoyle's comment, .mp3 and .ogg files are imported with loop enabled by default (while .wav has it disabled). You can change default for new files on import tab as well. The import tab is found next to scene hierarchy tab.