Over time the batteries become weak as you are using a DECT phone where you can use it on and off the cradle.
The solution is to replace the batteries - the handset takes AAA batteries x 2.
Please note: that these batteries MUST BE RECHARGEABLE BATTERIES and not just the normal ones otherwise it will damage the handset.
This will resolve the problem for you.