I would say trumpet player or possibly trumpeter I know it´s inconsistent because many such words end in -ist, but that´s the english language for you. violininst trombonist (french) horn player trumpet player tuba player bugle player or bugler harpist pianist oboist timpanist saxophonist etc. More @Wikipedia
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