Any process carried out at the cellular level that reduces or removes the toxicity of an aldehyde. These may include transport of aldehydes away from sensitive areas and to compartments or complexes whose purpose is sequestration of the toxic substance. [ GOC:vw http://www.ncbi.nlm.nih.gov/pubmed/25656103 ]