In a sealed freezer bag, preferably somewhere that is dark, dry, and not subjected to excessive temperature swings. Particularly exposure to UV radiation (sunlight) and excessive heat (summer days) will have adverse effects on slingshot rubber.
A well placed cupboard inside the house is doubtlessly the best option: slingshot rubber and ready-made bands should last for years without problems.