The chief penalty is that you must pay income taxes on the entire amount you withdraw. Thus, you can immediately lose more than twenty-five percent of the cash.
Cashing a Simple IRA before age 59 usually carries a penalty of 10%, with the exceptions of buying a first home and financing schooling for self, spouse, children and grandchildren.