Had the exact same problem. The problem is that the switch has a short and needs to be replaced. The REAL problem is that the switch is in your steering column (believe it or not) and the entire turn signal switch will need to be replaced!
The switch runs about $100, labor about 2 hours, so figure $130 or so.
Good luck!