The exception to the 10% penalty if you totally separate from service does not start until you reach age 55, unless you are a qualified public safety employee. You can review all of the exceptions to the early withdrawal penalty at the below link.
https://www.irs.gov/retirement-plans/plan-participant-employee/retirement-topics-tax-on-early-distri...
