The speed could possibly be improved by using map. Also, not related to speed if this is all of the code, but might affect it in a larger programs: you should make sure your file pointers are closed. Something like:
with open('interesting.txt') as interesting_file:
interesting = {line.strip() for line in interesting_file}
with open('data.txt') in data_file:
total = sum(int(val) for id, val in map(lambda line: line.split('\t'), data_file) if id in interesting)