Yes, family members can assume a mortgage. Federal law requires lenders to allow for such transfers in cases of inheritance, and some lenders might make an exception for transfers between parents and children.
You don’t need to get your own loan to take over the mortgage, so it’s worth speaking to the lender about eligibility and the required steps.