Actually the earth's atmosphere tends to refract the light from beyond the horizon (so long as you do not exceed the critical angle) so objects can appear visible even though the curvature of the earth is in the way.  In this manner, we can look due east, tangent to the earth's surface and yet be seeing what is in fact on the earth's surface without looking down.  Ain't physics grand?