12v to 5v - Voltage divider issues

The supply isn't the issue as it was well oversized,

Then you are not explaining what your set up really is. Putting a high resistance across a supply like this will not cause it to drop. If you are seeing a voltage drop then something is not as you described it.

Your response also indicates you are not understanding what 1oldfox said.