How can I scroll my panel using my mousewheel?

What worked for me was adding panel1_MouseEnter EventHandler:

private void panel1_MouseEnter(object sender, EventArgs e)
{
    panel1.Focus();
}

The panel or a control in the panel must have focus. Note that if the control with focus has scroll bars, it will scroll instead of the panel.