You need O2 sensors (OBD2) in order for your engine to run correctly. The ECU will think that you are leaning out because it will not read anything from the O2 sensor so it will compensate by ritchening up the air/fuel mixture causing your performance and gas mileage to decline.

What's the point of removing your O2 sensors? What's your reasoning?