From the information I have gathered, the Bais Yaakov in question was able to break even each year with steady funding from supporters and tuition dollars.
Then, the school chose to build and relied heavily on dedication pledges of individuals. Those pledges never materialized due to the economic downturn. Pledges are worthless if unpaid, while the mortgage must still be paid. Hence, the problem.