Kerala is known as the Spice Garden of India due to its extensive spice plantations and historical significance in the spice trade. The state's climate and geography are ideal for growing pepper, cardamom, cinnamon, cloves, and nutmeg. Karnataka, Bihar, and Uttarakhand are not primarily known for spice cultivation.