Joining Anchor points in Adobe Illustrator

1. Select both anchor points using the Direct Selection tool (a), click and drag a marquee around both to select both at once.

2. Select Object, Path, Average... and pick both in the following dialogue box. This will move both anchor points on top of each other.

3. Select Object, Path, Join and pick either Corner or Smooth depending on the type of line you want.