There's a starter relay (in addition to the solenoid on the starter, two different things) mounted in the engine computer box in the engine bay. If it sticks closed, starter would probably do this. It's a gray-green relay (standard BMW size).

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David.X5
2001 X5 4.4i Sport
SOLD! at 160k miles