Yes, it's illegal to drive while blindfolded.

[...at the court house, a secretary is on the telephone.]

Secretary: Yes, sir, it is illegal to drive on the wrong side of the road... Yes, if you'd hit the garbage truck it would have caused damage...

-Court House