Approximately 50% of people diagnosed with Multiple Sclerosis (MS) will develop problems with cognition. Currently, there are no FDA-approved treatments targeting cognitive function in Multiple Sclerosis. This trial will ascertain whether treatment with an estrogen pill, used in combination with standard MS anti-inflammatory drugs, can improve cognitive testing as compared to treatment with a placebo pill in combination with standard anti-inflammatory drugs in women with MS.