According to Taran Noah Smith, the decision to change his character's look was made in the break between seasons 6 and 7.

In addition to Thomas, Taran Noah Smith and Zachery Ty Bryan brought the rest of Allen’s onscreen sons to ... of knowledge and rapport working with Tim. In terms of comedic rhythm, knowing ...