Good ideas above, but also vacuum along the sponge and rubber strips, and possibly wipe over with meths (nothing more aggressive!) to degrease them thoroughly.
My rails, when they _are_ clean(!), usually don't move if I try to slide them sideways. Either yours aren't sticky enough, or there...