The ENTIRE code is the same.Only I needed to change those 2 statements.They are both the same.One of them is this one:
e.Graphics.DrawString(s1,
new Font("Verdana",10),new SolidBrush(Color.Red),rcText,sf);
Only what I needed to add was: "FontStyle.Bold".It looks like this:
e.Graphics.DrawString(s1,
new Font("Verdana",10,FontStyle.Bold),new SolidBrush(Color.Red),rcText,sf);
Weee!!

It works EXACTLY as I wanted!

Here are two pictures to see how it looks like.The first picture shows the unhovered menu item and the second one shows the hovered menu item:
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GOODBYE FOREVER EVERYONE...