Hello Daniel Schuessler,
Currently you can't do this out-of-the-box using RadSplitButton, because the SplitButton is not real button, but a composition of two buttons. Although you can easily do it by handling the KeyDown (Enter key) event of the window and call the same method that the click calls.
Hope this was helpful.
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