Dancer was born in West Windsor Township, New Jersey on July 25, 1927 and grew up on a farm in the New Egypt section of Plumsted Township, New Jersey, living in the area for almost his entire life on a 160 acres farm with a half-mile training track before moving to Pompano Beach, Florida in 1999.