Why is it called butterscotch?

Butter + scotch, with the second element deriving (not from scotch whiskey or Scotland, but) from Middle English scocchen (“to score, nick, cut”), in reference to how the candy is boiled and hardened and then usually scored to make breaking it apart easier.