Some Democrats including President Barack Obama have urged him to step aside because of the ethics allegations.
His district includes Harlem, long the political and cultural hub of New York's black community. But the area has grown younger and more diverse in recent years.
Rangel faces 13 charges including failing to report and pay taxes on rental income from a beach villa in the Dominican Republic.