I have found the answer and solution to this problem. Before, I did not know that php.ini resides where in wordpress files. Now I have found that file in wp-admin directory where I placed the code
post_max_size 33M
upload_max_filesize 32M
then it worked. It increases the upload file size for my worpdress website. But, it is the same 2M as was before on cPanel.