Starching your fabric before cutting will help stabilize the fabric so it doesn't stretch out of shape with handling and sewing.
Usually the problem you describe is caused by the seam being a little too big. You need to sew a "scant" 1/4-inch seam to allow for thickness of the thread and the fold of the fabric.