Can you use a 12 volt 5 amp power supply on a 12 volt 2 amp device?

Absolutely.

As long as the converter (or any power source) is rated at the same voltage, with more current than the device needs.

Sometimes, a device may have a higher initial current surge than it's operating current, keep this in mind. Some converters do a good job handling momentary surge, some don't.