A drop party is a party where one or more players drop items. Other players race to find the best ones and pick them up before someone else does or they disappear. The Drop Box is designed to automatically drop items for use in these parties.
Drop parties started with Joe dropping candy during holidays. Other players started dropping holiday items, as well. The term drop party probably came from Runescape Classic along with the clan name Anarchy.