Some British aircraft (Victor and Vulcan and later the VC10) used electro-hydraulic Power Flying Control Units (PFCUs) where electric motors drove hydraulic pumps to power the controls in a self contained unit. And now the A380 has very similar Electric Hydraulic Actuators to move the ailerons in abnormal situations.
Pure electric actuators would require a huge amount of power and need very large and weighty cables.