They are all correct – different countries and regions use different spellings.  In America, ‘chili’ refers to spicy peppers, a spice blend powder and a stew made with peppers and spices.  The British English spelling is ‘chilli’.  In Spanish, ‘chile’ is the most common spelling in Mexico and other Latin American countries and regions of the US.