In some situations you can. For example, if you were:
1. Paroled (or permitted to enter) into the U.S. for the purpose of applying for asylum.
2. If you have an asylum claim pending, for which you were previously issued employment
3. If you are eligible for TPS (Temporary Protected Status)
4. If you have a residency petition through employment.