As can be seen above I don't keep large quantities of chemicals and all are labeled. Chemicals are the foundation of most labs and experiments. You will need at least some chemicals to do experiments.
Here is a small list of chemicals that you can collect for your home lab and where you might be able to get them. They will get you started:
G - grocery store
D - drug store
H - hardware store
Acetic Acid - pure white vinegar (G)
Aluminium - foil (G)
Ammonium Bicarbonate - spices (G)
Ammonium Chloride - soldering flux (electronics store)
Ammonium Hydroxide - household ammonia (D,H,G)
Aluminium Sulphate - (gardening store)
Ascorbic Acid - spices (G)
Boric Acid - ant and roach killer (H,G)
Calcium Carbonate - tums, chalk (D)
Calcium Chloride - drying agent (H)
Calcium Hypochlorite - bleaching powder (G)
Calcium Sulphate - plaster of paris (H)
Charcoal - (aquarium store)
Citric Acid - spices (G)
Copper - wire (H)
Copper Sulphate - drain cleaner (H)
Corn Starch - (D,G)
Denatured Alcohol - shellac thinner (H)
Glycerin - glycerol (D)
Hydrochloric Acid - muriatic acid (H)
Iron - steel wool, nails (H)
Manganese Dioxide - black material in regular batteries (D,H,G)
Magnesium Sulphate - epsom salts (D)
Sodium Bicarbonate - baking soda (G)
Sodium Bisulphate - Sani-Flush (H,G)
Sodium Borate - Borax (G)
Sodium Carbonate - washing soda (G)
Sodium Chloride - table salt non-iodized (G)
Sodium Hydroxide - Drano (H)
Sodium Silicate - crystal garden kits (toy store)
Sucrose - table sugar (G)
Trisodium Phosphate - TSP (G)
Turmeric - spices (G)
Zinc - metal found in regular batteries (D,H,G)