Among some extentions I suggested in the past, I wanna add Autoscroll! It isn't an official extension and it doesn't work on https: but it is a nice hack and it is already usable.
Finally is possible to scroll long pages with a click as easy as it was in Firefox!
Drag and drop this on Chrome.
Source: Chromium bug report