The power window switch may fail and the windows will not raise. The main switch at the front center console is commonly at fault. A failed switch will require replacement.
Car Problem Reports
Mercedes-Benz ML500 Power Window Main Switch May Fail
Mercedes-Benz ML500 Problem
Average Mileage: 117,000 mi (99,000 mi - 135,000 mi)