This study will also evaluate if the drug is safe and well-tolerated. Additionally, information will be gathered to identify the dose of atomoxetine that is most beneficial, and how taking this medication affects thinking and behavior, as well as imaging and blood biomarkers. The results of this research will help determine if atomoxetine alters signs of inflammation and other biomarkers associated with Alzheimer's disease.