Supplying excess voltage to 12V LED strip lights can be dangerous. The strip may overheat, smoke, and potentially cause a fire. It can also result in black burn marks and sections of the strip going out. To avoid such risks, it is important to always check the voltage on the power supply and LED strip before installation.