The text is in the text nodes; so you should be able to look at "//div/text()" and concatenate:
StringBuilder sb = new StringBuilder();
foreach (HtmlAgilityPack.HtmlTextNode node in
doc.DocumentNode.SelectNodes("//div/text()"))
{
sb.Append(node.Text.Trim());
}
string s = sb.ToString();