Hi IamAzhar,
You have to use LinkButton instead of Button.
Check this example. Now please take its reference and correct your code.
Code
C#
LinkButton lnkLike = new LinkButton();
lnkLike.ID = "lnkLike";
lnkLike.CssClass = "btn btn-success glyphicon glyphicon-thumbs-up";
form1.Controls.Add(lnkLike);
VB.Net
Dim lnkLike As LinkButton = New LinkButton()
lnkLike.ID = "lnkLike"
lnkLike.CssClass = "btn btn-success glyphicon glyphicon-thumbs-up"
form1.Controls.Add(lnkLike)