To reproduce: please refer to the attached sample screenshots and project.
Note: this issue is relevant for RadDropDownList as well.
Workaround:
this.radDropDownList2.DropDownListElement.TextBox.TextBoxItem.Multiline = true;
this.radDropDownList2.DropDownListElement.TextBox.TextBoxItem.MinSize = new Size(30, 15);