Have you checked that the save file truly is deleted? Have you looked in the Stardew folder, in the Saves folder to see if it is still there? If not, I am afraid some wacky glitch did delete your save and it looks like you'll have to start over... but it may just be a corrupted save file and someone can help with that if there is still something there.