First, make sure that auto-play has been selected in your widget's settings. When you click on the Embed button to get the widget's code, pick "Yes" under Play Automatically.

Keep in mind, however, that many devices do not support auto-playing (mobile ones in particular). So if the widget is set correctly, but it still isn't working, it may be due to your device's limitations.