We perform Monte Carlo simulations, combining both the Wang-Landau and the Metropolis algorithms, to investigate the phase diagrams of the Blume-Capel model on different types of nonregular lattices (Lieb lattice (LL), decorated triangular lattice (DTL), and decorated simple cubic lattice (DSC)). The nonregular character of the lattices induces a double transition (reentrant behavior) in the region of the phase diagram at which the nature of the phase transition changes from first-order to second-order. A physical mechanism underlying this reentrance is proposed. The large-scale Monte Carlo simulations are performed with the finite-size scaling analysis to compute the critical exponents and the critical Binder cumulant for three different values of the anisotropy ∆/J ∈ 0, 1, 1.34 (for LL), 1.51 (for DTL and DSC) , showing thus no deviation from the standard Ising universality class in two and three dimensions. We report also the location of the tricritical point to considerable precision: (∆t/J = 1.3457(1); k B Tt/J = 0.309(2)), (∆t/J = 1.5766(1); k B Tt/J = 0.481(2)), and (∆t/J = 1.5933(1); k B Tt/J = 0.569(4)) for LL, DTL, and DSC, respectively.