A search for flavour-changing neutral current (FCNC) interactions involving a top quark, another up-type quark (, ), and a Standard Model (SM) Higgs boson decaying into a -lepton pair () is presented. The search is based on a dataset of collisions at TeV that corresponds to an integrated luminosity of 139 fb recorded with the ATLAS detector at the Large Hadron Collider. Two processes are considered: single top quark FCNC production in association with a Higgs boson (), and top quark pair production in which one of top quarks decays into and the other decays into through the FCNC interactions. The search selects events with two hadronically decaying -lepton candidates () or at least one with an additional lepton (, ), as well as multiple jets. Event kinematics are used to separate signal from the background through a multivariate discriminant. A slight excess of data is observed with a significance of 2.3 above the expected SM background, and 95% CL upper limits on the branching ratios are derived. Observed (expected) 95% CL upper limits are set on the and branching ratios of and , respectively. The corresponding combined observed (expected) upper limits on the dimension-6 operator Wilson coefficients in the effective couplings are and , respectively.