Interference is central to quantum physics and occurs when indistinguishable paths exist, like in a double-slit experiment. Replacing the two slits with two single atoms 1 introduces optical nonlinearities for which nontrivial interference phenomena are predicted [2][3][4][5][6] . Their observation, however, has been hampered by difficulties in preparing the required atomic distribution, controlling the optical phases and detecting the faint light. Here we overcome all of these experimental challenges by combining an optical lattice for atom localisation, an imaging system with single-site resolution, and an optical resonator for light steering. We observe resonator-induced saturation of resonance fluorescence 7,8 for constructive interference of the scattered light and nonzero emission with huge photon bunching for destructive interference. The latter is explained by atomic saturation and photon pair generation 3-5 . Our experimental setting is scalable and allows one to realize the Tavis-Cummings model 9 for any number of atoms and photons, explore fundamental aspects of light-matter interaction 10-14 , and implement new quantum information processing protocols [15][16][17][18] .A multitude of non-classical radiation effects like photon antibunching 19 and squeezing 20 were predicted in the resonance fluorescence of single quantum emitters. The experimental observations of these effects 21,22 are milestones in the development of quantum optics. However, the large mismatch between the light mode driven by an emitter in free space and the light mode detected by an observer makes such quantum effects unpractical for applications. The way out is to couple the emitter to an optical resonator which enhances the interaction strength of the emitter with a tailor-made light mode. In fact, the experimental realization of well-controlled atom-cavity systems with single atoms as emitters has propelled the application potential of quantum-optical phenomena 23 enormously and, in addition, has enabled the observation of fundamentally new quantum-mechanical radiation effects induced by the cavity [24][25][26] . When scaling these single-atom systems to multiple atoms, relative optical phases appear as a new degree of freedom. As those are determined by the spatial arrangement of the atoms, both, subwavelength localisation and precise knowledge about the relative positions of the atoms, are mandatory * e-mail: stephan.ritter@mpq.mpg.de Figure 1.Experimental setup. a, A two-dimensional optical lattice is formed by a retroreflected, red-detuned 1 ○ and a blue-detuned 2 ○ laser beam in a high-finesse optical resonator 3 ○. A microscope objective 4 ○ is used to image and deterministically remove individual atoms trapped in the lattice. An atom pair is driven coherently with a running-wave beam 5 ○ propagating transversally through the resonator. Scattering from this beam into the single-sided cavity is studied via transmission through the outcoupling mirror 6 ○ as a function of the atomic positions. b, A typical fluorescence image...