I can not call him because he is in the conference room. (That is, he is busy in a conference and does not wish to be disturbed.)
It is unlikely that a conference room has no phone, or that a person does not have a mobile phone. Now "I can't call him as he is on an airplane" would mean that he can't be reached strictly because of where he is.
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