SELECT 
  cscart_product_prices.product_id, 
  MIN(
    IF(
      cscart_product_prices.percentage_discount = 0, 
      cscart_product_prices.price, 
      cscart_product_prices.price - (
        cscart_product_prices.price * cscart_product_prices.percentage_discount
      )/ 100
    )
  ) AS price 
FROM 
  cscart_product_prices 
WHERE 
  cscart_product_prices.product_id IN (
    11851, 11852, 11853, 11854, 11855, 11856, 
    11857, 11858, 11859, 11860, 11861, 
    11862, 11863, 11864, 11865, 11866, 
    11867, 11868
  ) 
  AND cscart_product_prices.lower_limit = 1 
  AND cscart_product_prices.usergroup_id IN (0, 1) 
GROUP BY 
  cscart_product_prices.product_id

Query time 0.00080

JSON explain

{
  "query_block": {
    "select_id": 1,
    "cost_info": {
      "query_cost": "13.06"
    },
    "grouping_operation": {
      "using_filesort": false,
      "table": {
        "table_name": "cscart_product_prices",
        "access_type": "range",
        "possible_keys": [
          "usergroup",
          "product_id",
          "lower_limit",
          "usergroup_id"
        ],
        "key": "product_id",
        "used_key_parts": [
          "product_id"
        ],
        "key_length": "3",
        "rows_examined_per_scan": 19,
        "rows_produced_per_join": 3,
        "filtered": "20.00",
        "index_condition": "(`gaseus`.`cscart_product_prices`.`product_id` in (11851,11852,11853,11854,11855,11856,11857,11858,11859,11860,11861,11862,11863,11864,11865,11866,11867,11868))",
        "cost_info": {
          "read_cost": "12.68",
          "eval_cost": "0.38",
          "prefix_cost": "13.06",
          "data_read_per_join": "91"
        },
        "used_columns": [
          "product_id",
          "price",
          "percentage_discount",
          "lower_limit",
          "usergroup_id"
        ],
        "attached_condition": "((`gaseus`.`cscart_product_prices`.`lower_limit` = 1) and (`gaseus`.`cscart_product_prices`.`usergroup_id` in (0,1)))"
      }
    }
  }
}

Result

product_id price
11851 0.00000000
11852 0.00000000
11853 0.00000000
11854 0.00000000
11855 0.00000000
11856 0.00000000
11857 0.00000000
11858 0.00000000
11859 0.00000000
11860 0.00000000
11861 0.00000000
11862 0.00000000
11863 0.00000000
11864 0.00000000
11865 0.00000000
11866 0.00000000
11867 0.00000000
11868 0.00000000