Why does this script throw an UnboundLocalError?

wtf.py

#!/usr/bin/env python

foo = 0
bar = {'foo': 0}


def wtf():
    # Totally fine
    bar['foo'] += 1

    # UnboundLocalError: local variable 'foo' referenced before assignment
    foo += 1

wtf()