The story
Because the seeds of its fruit (which is red or orange when ripe) taste like raw peanuts.
Etymology from Wiktionary, CC BY-SA 4.0.
peanut tree
Today it means: A tree of the species Sterculia quadrifida; a red- or orange-fruited kurrajong. Full definition →