Can you post a picture of the ladder and cups? If the cups have a wedge, then the wedge needs to be pushed down. PB blaster, as mentioned, can help loosen stuck parts.
Sometimes a rubber hammer can help. Sometimes you have to remove the treads so that you can rotate the rails separately while lifting.