The blower motor resistor is burnt out, and is likely causing excess current draw. (blower only works on high, as you said)
Resistor is a weak spot, as mentioned, but easily replaced, actually. Plug and play module, purchased from Ford, behind the radio panel, up under the dash (accessible from the passenger floorboard..)
Ray