Kerala is known as India's 'Spice Garden' due to its ideal climate for growing spices like pepper, cardamom, cinnamon, cloves, and nutmeg. The state has been a major spice trading center for centuries, dating back to ancient maritime trade routes. Karnataka, Bihar, and Uttarakhand are not primarily known for spice production.