To examine the efficacy and safety of treatment with desvenlafaxine for vascular depression. Primary efficacy, as it pertains to depressive symptoms, will be assessed by overall change in symptom severity score from baseline to 12-weeks, measured by the Geriatric Depression Scale. The primary efficacy measure of cognition will be the Montreal Cognitive Assessment and analysis of change between baseline and 12-week scores.