Following the tutorial, I copied the library folders from downloaded files into my own processing library folder, then it still prompted that I missed the library controlP5. Then I tried the Sketch -> Import Library and it worked for me.
I'm not sure if I'm the only one with this, hope it could be helpful for someone else :)