Try this code:
var systemDescriptionRTETextArea = $("textarea[Title='System Description']");
$(systemDescriptionRTETextArea).html("paste your text here");
OR
$(document).ready(function() {
$('nobr:contains("Desc")').closest('tr').find('input[id$="TextField_spSave"]').val('Hello World !!!');
});
OR
$('nobr:contains("Rich Text")').closest('tr').find('input[id$="TextField_spSave"]').
val('<table border="1"><tr><td>Hello </td><td><b>World !!!</b></td></tr></table>');
try both and give your feedback.