Participants will be assessed at baseline and weekly with the HAMD and a urine drug screen, for 8 consecutive weeks after initiating intervention (icariin). A dose titration from 100 mg/day to 200 mg/day will be allowed at week 3 for participants with less than a 30% reduction in HAMD and/or still using cocaine or alcohol or have a positive urine drug screen. An additional dose titration to 300 mg/day will be allowed at week 6 for participants with less than a 50% reduction in HAMD scores and/or still using cocaine or alcohol or have a positive urine drug screen.