I am not sure if it will harm them to store rolled up or not. I've always stored them flat, sandwiched in terrycloth towels. On a shelf in the garage, on the camper bed in the winter.
I've even tossed them under the bed at home till the wife busted me!
"Jeep parts in the bedroom now?"