The effects of quenched dipole moments on a two-dimensional Heisenberg antiferromagnet are found exactly, by applying the renormalization group to the appropriate classical non-linear sigma model. Such dipole moments represent random fields with power law correlations. At low temperatures, they also represent the long range effects of quenched random strong ferromagnetic bonds on the antiferromagnetic correlation length, $\xi_{2D}$, of a two-dimensional Heisenberg antiferromagnet. It is found that the antiferromagnetic long range order is destroyed for any non-zero concentration, x, of the dipolar defects, even at zero temperature. Below a line $T\propto x$, where T is the temperature, $\xi_{2D}$ is independent of T, and decreases exp...