The details of the tax treatment of excess SEP contributions are give in IRS Publication 560:
https://www.irs.gov/pub/irs-pdf/p560.pdf
Whether or not there is a penalty depends upon the type of plan, whether or not you are self-employed, and timing of withdrawals.
