Possible causes:
Loose connections and the cable on the hand set not fitted properly
Low line Voltage
Cradle switch faulty/sticky
Handset Cradle cable not properly plugged in
Handset not properly on cradle.
Possible solutions:
Double check the wiring and make sure that there is no loose connections between the hand set