Sponges are benthic organisms that are dominant in several ecosystems and known to produce a huge chemical diversity. The putative release of some specialized metabolites in the surrounding seawater is still a matter of debate, but the presence of such compounds in the environment of sponges is thought to influence the behaviour of various mobile organisms and may, thus, contribute to benthic ecosystem structuring and functioning. Underwater Mediterranean caves are characterized by stable environmental conditions and sessile species assemblages dominated by sponges. A two-choice test system was developed to assess the response of two cave-dwelling crustaceans (
Hemimysis margalefi
and
Palaemon serratus
) and two other species living in shallow water environments (
Leptomysis
sp. and
Palaemon elegans
) to various seawater treatments: control− seawater from an exposed coastline, control+ seawater coming from an underwater cave, and seawater conditioned with four Mediterranean sponges commonly found at the entrance of underwater caves (
Aplysina cavernicola
,
Haliclona fulva
,
Oscarella tuberculata
and
Spongia officinalis
) or their chemical extracts. We tested the swimming behaviour of these crustacean species in three complementary experiments: (1) control seawater vs. cave seawater; (2) control seawater vs. seawater conditioned with the sponge community, (3) control seawater vs. seawater containing chemical extracts of the same sponge community. Both cave-dwelling crustaceans were attracted by the seawater conditioned with the sponge community, while
Leptomysis
sp. spent more time in the control seawater and
P. elegans
exhibited indifferent responses. All four crustacean species avoided the seawater containing the sponge extracts. Interestingly, the response shown by the crustaceans was affected by the time of day. A comparative and untargeted metabolomic approach was applied to the surrounding seawater to identify putative chemomarkers that could explain the crustaceans’ behaviours. Among other compounds found in the seawater, a family of metabolites with molecular formulae in accordance with those of oxylipin derivatives is released by sponges and may, therefore, serve as chemical cues acting as kairomones in the homing behaviour of cave-dwelling crustaceans.