Amounts which are eligible to be rolled over to an IRA (or plan of another employer), if paid in cash, are automatically subject to 20% withholding at the federal level. State laws vary, and some do require withholding. The "way around this" is to actually do the rollover, rather than take it in cash.
See
IRS Publication 575 page 8.