Yes, you can withdraw the excess before taxes are due. "Employees who withdraw the excess contribution (plus earnings) before the due date for their federal return, including extensions, will avoid the 6% excise tax imposed on excess SEP contributions in an IRA."
Click the IRS link below for more information.
https://www.irs.gov/retirement-plans/retirement-plans-faqs-regarding-seps-contributions
