YOU SAID:

I went down to the store to buy milk.

INTO JAPANESE

私は牛乳を買うために店に行きました。

BACK INTO ENGLISH

I went to the store to buy milk.

INTO JAPANESE

私は牛乳を買いに店に行きました。

BACK INTO ENGLISH

I went to the store to buy milk.