Collision gaps

Hello. I'm trying out the new 2D features of 4.3 and was testing the 2D physics. I made two sprite boxes and added box colliders to them, as well as a rigid body to one of them. They collide fine, but there's a gap between them after the rigid box has landed on the other one. Is there any way to remove this gap?