The Appearance and Customization panel is hidden in Win 10 and cannot be accessed from the Control Panel ( why Microsoft ? )
You can use a handy command to gain access and then set different desktop backgrounds for each of your monitors.
Open a command prompt and type and hit enter – a new window should open
control /name Microsoft.Personalization /page pageWallpaper
You can right click on the pictures and choose the monitor you want.