Unless the the higher octane fuel (which has more detergents in it) cleaned your engine, it won't increase the engine's power.
If you have a chip that requires the higher octane, than putting in lower octane could trigger knock sensors (does your engine have those? I don't know sorry lol) which would, in short, lower the power your engine makes.
Octane is a measure of how easily detonated the gas is.