What are the rules in obtaining a FHA home loan ? Is down payment really only 3 % ?

There are lots of rules. Starts with you need at least a 620 FICO and a clean credit report -- no unsettled defaulted debts. You also need a minimum 2 year work history, sufficient income, low debt to income ratio, among other things.