Semi-Transparent background of the Textbox is needed, and the text content should be shown as normal.
Style or Brush which can store in the Resource dictionary is good.
NOTE:
My textBox is wrapped within a ContentControl.
This similar question does not help. TextBox with a Transparent Background .