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.