For the most part the electric field in between two capacitor plates is uniform, but near the edges it is not quite straight; this is called the fringe field. There is a good applet called Charges and Walls ( that is really useful for seeing this.

Just draw two rectangular walls separated by a distance and fill the inside of one with 100 positive charges and the inside of the other with 100 negative charges. Then click show field.