I discovered this morning, only partly to my surprise, that neither Merriam-Webster nor the Oxford English Dictionary has an entry for candy store. I think there should be one, because candy store does not always denote a store that sells only candy.
Some pages from an unusual item available at archive.org, a salesperson’s 1937 demonstration model of Webster’s New International Dictionary, second edition, aka Webster’s Second or W2.