Victor Ramirez grew up in Mt. Rainier, Maryland. As a child, he attended Thomas Stone Elementary School and Hyattsville Middle School, where he was an active member of the Boys and Girls Club of Hyattsville-Mount Rainier-Brentwood. Victor graduated from Northwestern High School, where he played soccer, football, and baseball. He is a practicing attorney in Hyattsville and earned his BA from Frostburg State University and his JD degree from St. Thomas University School of Law in Miami, Florida.