Had the same problem, same fix.
After updating my boot image with a new NIC driver, I had the problems described above. Restarting the SCCM/WDS server didn't fix the issue, but updating the distribution points a total of two times with the new NIC driver fixed my problem. WDS was able to start right away.
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