Its normal behaviour.
. Seriously, its always done that in my car. I think it keeps a reserve for boost or sport mode. I stopped using EV mode and leave it in normal apart from occasional Sport for joining fast roads. Same thing though, running in EV and then ICE kicks in about 20%.