Let's say you're at the origin and your up/down/left/right directions point respectively towards +z/-z/+y/-y axes. Let's also assume that the surface current $K$ is flowing in the +x direction (flowing into the plane of your vision). Let's call the z-component of the magnetic field $B_z(x,y,z)$.
Refinement #1
$B_z(x,y,z)$ is only a function of z.
Reasoning: Since the plane of the surface current is infinite, the magnetic field $\mathbf{B}$ at two points $(x_1,y_1,z)$ and $(x_2,y_2,z)$ cannot be distinguished, and hence are exactly the same.
Refinement #2
The z-component of the magnetic field should either point toward the x-y plane or away from the x-y plane when viewed from both sides of the x-y plane, at all points that are the same distance away from the x-y plane. What I mean to say, is that $\mathbf{B} (z)\cdot \hat{z}=-\mathbf{B} (-z)\cdot \hat{z}$.
Reasoning: Let's say the z-component of the magnetic field at $(5,5,5)$ points away from the x-y plane. If you turned 180$^o$ with respect to the x-axis, then your up/down/left/right directions are changed to -z/+z/-y/+y, and as a result, you observe the point $(5,-5,-5)$ in the place of $(5,5,5)$. To you, the problem setup hasn't changed: The current is still flowing into the plane away from you. Therefore, the z-component of the magnetic field at $(5,-5,-5)$ should also point away from the x-y plane and have the same magnitude as the magnetic field at $(5,5,5)$. Combining the knowledge of Refinement #1 ($\mathbf{B}(x,y,z)=\mathbf{B}(z)$), we see that Refinement #2 follows.
Refinement #3
$B_z(z)=0$
Reasoning: Let's say the z-component of the magnetic field at $(5,5,5)$ points away from the x-y plane, for a given value of $K$, irrespective of the direction of the surface current in the x-y plane (rotational symmetry about the z-axis). Alright, no contradictions so far. Let's now reverse the direction of the current. Due to the rotational symmetry about z-axis, the problem hasn't changed and the z-component of the magnetic field at $(5,5,5)$ must still point away from the x-y plane. However, one can see from the Biot Savart law that the direction of $\mathbf{B}$ gets flipped at all points if the direction of current is reversed. According to this new information, the z-component of the magnetic field at $(5,5,5)$ should instead point towards the x-y plane for the same value of $K$, which is a contradiction.
The only possible solution that Nature can take to resolve this problem is to set $B_z(5)=0$. And similarly it applies to all z.
Keep in mind that Refinement #3 involves the application of a key information from the Biot Savart law.