Here's why:
* Chips is a plural noun in French, so it always uses the plural form of the article "les".
* Chips is a feminine noun in French. You can tell this by the fact that it ends in an "-s" (though not all feminine nouns end in "-s").
So, you would say: "J'aime les chips" (I like crisps).