Piggybacking off of #3547. ``` python import pandas as pd from nose.tools import assert_raises pd.set_option('display.multi_sparse', False) df = pd.DataFrame({'c1': ['a', 'b'], 'c2': ['a', ''], 'data': [1, 2]}).set_index(['c1', 'c2']) assert_raises(TypeError, df.to_html) # True ```