We grow them in pots. Pretty colors, but the main point is for salads.
The smaller leaves (the largest leaves are a bit tough) add a spicy, peppery flavor to a salato misto. We also like to throw Nasturtium flowers on top of a salad (after tossing it). The flowers look good and taste good.
Here's a link about Nasturtiums as food.