without spoiling anything, get to the main mission where you have to bail out of a plane. after that you can buy them from ammunation.
there is a parachute on the top of mount chilliad as well by the lift, but i dont think you can pick it up until you unlock it in the store from the missions?! i couldnt...but i already might have had the same one. im not sure.