Víctor was born in Santiago de los Caballeros, Dominican Republic to José Víctor (father) and Avelina Rojas (mother).
Many of the major Dominican singers of the time period had song composed by Victor, including Wilfrido Vargas and Juan Luis Guerra.
It was through his own music activity that a composition of his in 1991 became international popular and resulted in him conducting tours throughout the Spanish-speaking world.
In 2007 he recorded an album with social-themed songs titled Verde y Negro as a tribute to the freedom fighters of the Dominican people.
Víctor died from COVID-19 during the COVID-19 pandemic in the Dominican Republic on 16 July 2020 at a hospital in Santo Domingo, aged 71.