Remove quotation marks when uploading csv

I made the following statement to upload a csv to the database:

public void importarBaseBruta(File arquivo) {
    try {
        this.limparBaseBruta();
        this.con.conectar();
        this.stm = this.con.getStm();
        System.out.println("- IMPORTANDO BASE BRUTA");
        String path = arquivo.getPath().replace("\", "/");
        String query = "LOAD DATA LOCAL INFILE '" + path + "' INTO TABLE base_bruta \n"
                + "CHARACTER SET 'latin1' \n" + "FIELDS TERMINATED BY ';' ENCLOSED BY '\"' \n" + " IGNORE 2 LINES;";
        this.stm.executeUpdate(query);
        this.con.fechar();
        System.out.println("- TERMINOU DE IMPORTAR A BASE BRUTA DIARIA");
    } catch (Exception e) {
        System.out.println("ERRO NO MOMENTO DE IMPORTAR: " + e.getMessage());
        e.printStackTrace();
    }
}

But when the csv goes up to the bank the column moves because of quotes that are not removed:

Displacedcolumn:

I'd like to know how to remove it.