I had a similar issue where my art was showing up blurry, but the file imported was fine. The original file was 18 sprites in a single row PNG that was then sliced in Unity.

FIX: I resized the sprite sheet to 3 rows of 6 sprites on each row instead of the 18 sprites on one single row.

I think unity didn't like that the sprite sheet was so wide.