This might be the PHP upload_max_filesize issue. Please increase server upload size, post max size and execution time. Also please have a look on some documentation here
http://www.wpbeginner.com/wp-tutorials/how-to-increase-the-maximum-file-upload-size-in-wordpress/
http://stackoverflow.com/questions/2184513/php-change-the-maximum-upload-file-size