You need to hold the volume down and power at the "exact " same time for 1-2 seconds.
What you describe sounds normal. Even though the screen is off, there is still a small amount of activity going on, unless you shut the phone down entirely.
You may have some settings or apps that are running that are hard on the battery, Idk. Unfortunately it does sound normal to me.