用javax.mail.internet.MimeUtility.encodeText()可以解决问题：

DataSource source = new FileDataSource(filePath);
bodyPart = new MimeBodyPart();

bodyPart.setDataHandler(new DataHandler(source));
bodyPart.setFileName(MimeUtility.encodeText(fileName));

multiPart.addBodyPart(bodyPart);