I feel the same way—I don't like spicy food. To me, it doesn't make sense to ruin a meal by adding spice. Personally, I don't enjoy it; it just makes me suffer, so if I know something is spicy, I don't eat it.
I was curious to know what your boss did in that situation. How did he react after you reacted?