Click the Background drop-down.
Click the + button under the Swatch Colors subsection. This brings up the color picker.
Choose any color and set the opacity as low as possible.
Click anywhere on the page to exit the color picker.
Note: you should download the infographic as a PNG or PNG HD file. When you make the background transparent and download the file as a PDF, it appears as a white background.