We study the two-dimensional first passage problem in which bonds have zero and unit passage times with probability p and 1 p, respectively. We prove that as the zero-time bonds approach the percolation threshold p_c, the first passage time exhibits the same critical behavior as the correlation function of the underlying percolation problem.