The problem might be with a defective Idle Air Control valve. This valve allows the engine to idle under all conditions. If this valve fails to allow air into the engine the engine won’t idle. When you step on the accelerator while starting the engine, this opens the throttle plate which allows air into the engine. This then allows the engine to start.
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