Here is your solution-
add_filter( 'wp_setup_nav_menu_item','the_dramatist_item_setup' );
function the_dramatist_item_setup($item) {
if ('taxonomy' === $item->type) {
$posts = get_posts( array(
'post_type' => 'post',
'numberposts' => -1,
'tax_query' => array(
array(
'taxonomy' => 'category',
'field' => 'id',
'terms' => $item->object_id, // Where term_id of Term 1 is "1".
'include_children' => false
)
)
) );
$item->title = $item->title . '(' . count( $posts ) . ')';
}
return $item;
}