When improperly stored, the sweetener dries out when exposed to air for too long. This happens quicker when the kitchen is hot and not very humid. Brown sugar sold in paper boxes has fewer protective barriers than those sold in plastic bags. It's best to transfer the brown sugar to an airtight container for long-term storage to keep it soft.