To change the theme, you can go to your profile.
On the side, there's a menu. Click on "Look and Layout Preferences".
Then look to the right again. At the top, you'll see the name of the theme you currently have, and "(change)" next to it. Click on "(change)" and choose the new theme you want.
I'm afraid you can't change the background colour on its own though; you have to change theme.