As the rubber rollers age they harden and loose their adhesion.
Replacement is the proper fix.

You can try to clean them, but the fix will only be temporary.

GC used to make some kind of a rubber grip chemical. It should not be
used on surfaces that contact paper. its effect is only a temporary
fix.

Jerry G.

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