Gold-capped Janus particles immersed in a near-critical binary mixture can be propelled using illumination. We employ a non-isothermal diffuse interface approach to investigate the self-propulsion mechanism of a single colloid. We attribute the motion to body forces at the edges of a micronsized droplet that nucleates around the particle. Thus, the often-used concept of a surface velocity cannot account for the self-propulsion. The particle's swimming velocity is related to the droplet shape and size, which is determined by a so-called critical isotherm. Two distinct swimming regimes exist, depending on whether the droplet partially or completely covers the particle. Interestingly, the dependence of the swimming velocity on temperature is non-monotonic in both regimes.The study of self-propelling synthetic colloids is an area of intense active research [1,2]. The out-of-equilibrium directed motion of these colloidal microswimmers is maintained by a constant energy input which originates from their own activity. The directed swimming, coupled to the particle's rotational diffusion, leads to a significant increase in the effective diffusion coefficient [3][4][5] and to complex collective behavior, such as dynamical phaseseparation [6][7][8] and clustering [9][10][11]. Optimization of the microswimmers design is essential for realizing applications such as targeted cargo and drug delivery, parallel assembly and scavenging of contaminants [1,12,13].The design of synthetic swimmers requires an understanding of the underlying mechanisms for the self-propulsion, e.g.self-diffusiophoresis [3, 14-18], self-induced electrophoretic flow, [19,20] and selfthermophoresis [4,21]. In many realizations, the particle motion is attributed to a microscopically thin boundary layer adjacent to the solid-fluid interface, which interacts with a self-generated field, such as electrical potential, solute concentration and temperature. Body forces within this layer give rise to an apparent slip velocity at the surface [22] while the fluid outside the interfacial layer is considered force-free. Thus, the particle motion is completely determined by the slip velocity distribution on its surface [17,23]. However, this simple picture breaks down when the self-generated field extends to a region with a size similar to that of the particle. In this Letter we explore such a scenario of self-diffusiophoresis due to a local solvent demixing, leading to a complex swimming behavior arising from the coupling of the self-generated chemical potential gradients and the fluid motion.We focus on a recently realized new class of swimmer consisting of Janus colloids immersed in a near-critical binary mixture. Local heating of the colloid surface and the ensuing solvent demixing propels these particles, which exhibit fascinating individual and collective behaviour [5,6,[24][25][26]. A similar system was studied by Araki and Fukai [27] but in their simulations heating is periodically applied to the whole mixture. In this work we study the self-propulsion mec...