Hi try this and is if it helps
Type about:config in the URL and filter general.smoothScroll.mouseWheel.duratio nMaxMS change the value as 1000 and try it.
If, it doesn't work try this
Type about:config in the URL and filter mousewheel.enable_pixel_scrolling and change the value as false