In Ubuntu by default if you click on a music file or just mouseover it will automatically start playing the file. Even if there is another file playing.

To disable this behaviour:
Nautilus (File Explorer) > Edit > Preferences > Preview > Preview Sound Files - Never

Ubuntu 10.10