De-Thickening text on invert B&W

I am using Master Suite cs5.
I have an image that was like 90% black and 95%white. I need to reverse the color which invert can do but there are adjustments to be made before invert.
I am able to invert the colors after a contrast adjustment. ( i also tried posterize in 2 steps.
However, when i do invert the letters get fatter and starts looking like it was written with a sharpie.
I know that there are pixels at the point where B&W meet and that the adjustment i am making spread them like a gradient over 3-5 pixels.
So, I was wondering what there a way to either de-thicken the text after invert? 
OR
Is there away to make pre-invert adjustments so that it does not happen?
The invert on this image is purposely not pure B&W. Pure B&W is worse.

Perhaps I misunderstood what you were starting with.  I thought you already had text in a separate layer.
What's happening, assuming it's already rasterized, is that you're inverting the RGB values at the edges of the font that smooth the transition between dark and light via simple math (i.e., 255-x) without taking into account the gamma correction that's already built into the color profile.
You could do your work at high bit depth (e.g., 16 bits/channel) using a linear (gamma 1.0) color profile.
Or, you could just do Image - Adjust - Curves and pull down on the curves some before inverting.  That could give you a result something like this:
-Noel

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