Carpet cleaner keeps tripping outlet
Plug it into a circuit that's rated for the power it draws.

Lacking details on the device, its ratings, and what the circuit you are plugging it into is rated at (or other things that are using power at the same time on that circuit) can't say much beyond that. 

The time behavior is normal for an overload. You should not continue to use it in the manner you have been.