Geosystem services produced by geological processes are the abiotic equivalents of ecosystem services. Geosystems also contribute to satisfying human needs and produce welfare in the form of, e.g., mineral deposits, landscapes for recreation and tourism, and habitats for rare species that require protection. Geosystems are inherently linked to ecosystems, which causes overlap between provided services. This overlap may in turn cause conflicts over land-use needs and interests. Such controversies can be manifested as mining and mineral exploration disputes (MMEDs). Six MMEDs from Finland were selected for a closer examination. The MMEDs are described and spatially analyzed from the geosystem services perspective. The main causes for the examined MMEDs are land-use issues, i.e., the location of a project in a sensitive context (a protected area (PA), tourism destination, reindeer herding area, or lake area with vacation homes), and/or association with uranium. There have been attempts to block some of the projects through land-use planning by expanding PAs or excluding mining from the municipality. Conversely, one of the projects is an example of the safeguarding of mineral deposits by province-level land-use planning. A more comprehensive consideration of geosystem services by land-use planning may help to accommodate and reconciliate diverse interests and alleviate disputes.