Weight Capacity (i.e. Encumbrance) is the amount of weight that your party can carry at once. Players can hoard as many items as they like, but as soon as the weigh exceeds the party's weight capacity it will negatively effect their combat performance. Leveling up Strength will increase capacity.
Use the "Discard" button to remove items from inventory or opt to sell them to a merchant.