The money that was placed in the SEP account on you behalf will become taxable income only when you withdraw it.
Since this is not money that you personally contributed, there is also no tax deduction for it.
You are able to do a tax-free rollover of the funds to a different retirement account (such as an IRA), if you wish to do so.
