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+1 The onboard solenoid is sticking, the usual cause is prolonged exposure to low batt voltage and the contact points are burned in. Have your battery tested as well.
I've seen this problem on late 80's fords. replace the solenoid and you'll be good to go. but do it quick, so you don't bone your starter. then you'll be out $80.