To dream of is used when you are talking about what you want or desire.
I dream of being a ballerina when I grow up.
To dream about is used to talk about the subject, for example I dream about dragons sometimes.
I dreamed about eating sushi in a fast food restaurant. (Used in past)
Hope this is helpful