This is related to smoother font rendering in Firefox (ex. 41.0.1) and
this question from Mozilla Support "How to make fonts in firefox look prettier? For example like in sleipnir".
I GOT IT WORKING!
I have 64-bit Win7 with decent hardware and cpu, and I also have
gdi++ installed.
Had the same problem, tried every "gfx" option in about:config to no avail until I turned off "Use hardware acceleration when available" in the Advanced options. This idea comes from
"How to Disable Hardware Acceleration (GPU Rendering) in Mozilla Firefox and Thunderbird to Fix Font Problem?" article.
Just an example how it looks now:

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