Where do you normally store them? I would clean them, and place in the back of your closet or in a storage box(s) under the bed.
Do you have an insulated attic or basement? That would be alternative options. I have a garage, and even though it is partially insulated, it is still far too hot in summer to store clothing. Leather will crack sooner, plastics will also dry up and crack or "age" sooner. If you have a temperature controlled garage, that would be another option. Leather should never be stored in plastic either.
Put in.a plastic tote and store in garage for summer.
Depending on how many pairs you have to store, 'hiding' them in attractive fabric boxes or baskets on above-the-door shelves may work for you.