Important Note
Your desired background must be uploaded to your site as an asset.
Instructions
Sign in to your site
Click Site Tools and select Design Center
Click Theme Manager
Click on the background
Expand the Background Image menu
Click Choose Image
Select the desired asset
Click Link Selected Image
Click the X
Select Save Changes