Fruits that people commonly mistake for vegetables: Tomato/catsup, cucumber/pickle, pepper, gourds (squash, pumpkin, etc.), grain (corn, etc.), avocado, etc.

A fruit is the part of the plant that contains the seeds (or are the seeds themselves, such as with grain) and vegetables are everything else.