将 onclick 更改为 onserverclick:
<a id="link" CustomAttributes="Custom Value" onserverclick="link_click" runat=server>link</a>
protected void link_click(object sender, EventArgs e) {
response.redirect($"blabla.aspx?id={link.Attributes["CustomAttributes"]}");
}