Hi,
Just to clarify, what is currently selected under Settings > Personalization > Background? When you say it keeps changing, do you mean it switches from Picture to Slideshow? Also, are you using multiple Virtual Desktops?
Please provide a bit more detail about what's happening. That will help make the situation clearer and narrow down the possible cause.