Did you forget the Background Property. The brush should be an ImageBrush whose ImageSource could be set to your image path.
<Grid>
<Grid.Background>
<ImageBrush ImageSource="/path/to/image.png" Stretch="UniformToFill"/>
</Grid.Background>
<...>
</Grid>