Do scientists whose papers gets published in reputed journals get any remunerations?

No, they do not get any remuneration for paper publishing even if the work was not financially supported by any organisation. Extraordinary achievements may earn certain awards. If the results are worth patenting and useful to industry, it may lead to personal financial gains via industry.