I plan to visit Beijing 13/10-18/10. Is the scenery in colourful leaves, foliage?

Yes, October is regarded as the most suitable time to see the maple leaves. If you have enough time, you are advised to tour around Badaling National Forest Park, Xiangshan Park and Olympic Pake Forest Park. All of these are recommended places to see the colorful leaves. :)