When you tap the front side button to change the brightness while holding down the pressure pad, allow the light 1-2 seconds to memorize the settings. This means staying on the new brightness for 1-2 seconds before you release the pressure to turn off the light.
You only have to do this once when you change the brightness setting. Then you can turn on/off the light as quickly as you want.