Synonyms for Actually (same or very similar meaning)
WordNet sense 1 (in actual fact):
really
WordNet sense 2 (used to imply that one would expect the fact to be the opposite of that stated; surprisingly):
in reality
From the ODE community, based on WordNet
add/edit